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Improve Cement Production

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Summary

Cement is a key ingredient of concrete, a manufactured material used in massive quantities around the world. Cement production generates high CO₂ emissions from the production of clinker, a binding ingredient. These emissions come from not only the chemical reaction that produces clinker, but also burning fossil fuels to provide heat for this reaction. We define the Improve Cement Production solution as reducing GHG emissions related to cement manufacturing by substituting other materials for clinker, using alternative fuels, and improving process efficiency.

Description for Social and Search
Improve Cement Production is a Highly Recommended climate solution. It involves using low GHG-emitting materials & reducing emissions from fossil-fuel burning.
Overview

Concrete production requires the manufacturing of 4 Gt of cement annually (U.S. Geological Survey, 2024). Roughly 85% of cement industry GHG emissions come from the production of a key cement component called clinker. Both the clinker formation chemical reaction and fuel combustion for high-temperature clinker kilns release GHGs (Goldman et al., 2023). Figure 1 illustrates the manufacturing steps responsible for these emissions and highlights how three approaches – clinker substitution, use of alternative fuels, and process efficiency upgrades – could mitigate emissions.

Figure 1. Cement production GHG emissions. Some 85% of GHGs emitted during cement production are released when clinker is produced in high-temperature kilns. The three approaches analyzed in this solution – clinker substitution, alternative fuels, and process efficiency upgrades – aim to mitigate such emissions. Modified from Goldman et al. (2023) via McKinsey.

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Diagram of energy used in cement production process

Source: Goldman, S., Majsztrik, P., Sgro Rojas, I., Gavvalapalli, M., Gaikwad, R., Feric, T., Visconti, K., & McMurty, B. (2023). Pathways to commercial liftoff: Low-carbon cement. U.S. Department of Energy.

Clinker substitution replaces a portion of the clinker used in cement with alternative materials, thus reducing the amount of clinker manufactured. This decreases the amount of CO₂ emitted by the chemical reaction and fuel combustion. Clinker is made by heating limestone to convert it to lime. This reaction releases CO₂. Some of the CO₂ production can be eliminated by replacing some of the clinker with substitute materials such as industrial waste products, other cementitious compounds, or available minerals. Clinker substitution also reduces energy demand, lowering emissions from burning fossil fuels. Clinker fraction in cement is often expressed as a clinker-to-cement ratio, which ranges from 0 (no clinker) to 1 (entirely clinker). The most common type of cement, Portland cement, typically has a clinker-to-cement ratio of 0.95, meaning the cement is 95% clinker by mass.

Alternative fuels that can be used to heat cement kilns in place of fossil fuels are typically biomass and waste-based fuels. Cement production uses two kilns, one heated to ~700 °C and the other to ~1,400 °C (U.S. Department of Energy, 2022). The energy needed to provide this heat typically comes from burning fossil fuels such as oil, gas, or coal on-site, which emits CO₂ as well as small amounts of other GHGs, including methane and nitrous oxide, and air pollutants, including nitrogen oxides, sulfur oxides, and particulate matter (Hottle et al., 2022; Miller & Moore, 2020). Switching to alternative fuels decreases emissions by reducing the mining and combustion of fossil fuels and recovering energy from waste streams that would have otherwise released GHG during decomposition or incineration (Georgiopoulou & Lyberatos, 2018).

Efficiency upgrades include a broad suite of technologies such as improved controls, electrically efficient equipment (e.g., mills, fans, and motors), thermally efficient and multistage kilns, and waste heat recovery. These improvements lead to less wasted heat and input energy, and therefore require less fossil fuel burning during manufacturing. In particular, upgrading kilns has the potential for high emissions mitigation (Mokhtar & Nasooti, 2020; Morrow III et al., 2014). Kiln upgrades can include processing dry raw material (which is more efficient than expending energy to remove moisture from wet feedstock), adding a preheater that uses kiln exhaust gas to dry and preheat raw material, and adding a precalciner kiln that uses some of the fuel to partially calcine raw material at a lower temperature (European Cement Research Academy, 2022; Schorcht et al., 2013). Each study included in our analysis for effectiveness and cost included a set group of technologies that were considered to be process efficiency upgrades.

The cost and avoided emissions from each approach vary depending on the other technologies in use at a particular cement plant (Glenk et al., 2023). While coupling the impacts of the approaches would provide the most accurate representation of this solution, that analysis is complex and outside the scope of this assessment. Therefore, we will consider the three approaches separately. 

5.32%
of total global emissions
4.1 Billion

Worldwide, we make 4.1 billion metric tons of cement every year.

3.2 Gt

In the process, we produce more than 3 Gt CO₂‑eq of greenhouse gases – 5.32% of global annual emissions

Take Action Intro

Would you like to help reduce the climate impacts of cement production? Below are some ways you make a difference, depending on the roles you play in your professional or personal life.

These actions are meant to be starting points for involvement and may or may not be the most important, impactful, or doable actions you can take. We encourage you to explore, get creative, and take a step that is right for you!

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Cannon, C., Guido, V., & Wright, L. (2021). Concrete solutions guide: Mix it up: Supplementary cementitious materials (SCMs). RMI. Link to source: https://rmi.org/wp-content/uploads/2021/08/ConcreteGuide2.pdf 

Cao, Z., Masanet, E., Tiwari, A., and Akolawala, S. (2021). Decarbonizing concrete: Deep decarbonization pathways for the cement and concrete cycle in the United States, India, and China. Industrial Sustainability Analysis Laboratory. 

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European Cement Research Academy. (2022). The ECRA technology papers 2022: State of the art cement manufacturing, current technologies and their future development. Link to source: https://api.ecra-online.org/fileadmin/files/tp/ECRA_Technology_Papers_2022.pdf 

Georgiopoulou, M., & Lyberatos, G. (2018). Life cycle assessment of the use of alternative fuels in cement kilns: A case study. Journal of Environmental Management216, 224–234. Link to source: https://doi.org/10.1016/j.jenvman.2017.07.017 

Glenk, G., Kelnhofer, A., Meier, R., & Reichelstein, S. (2023). Cost-efficient pathways to decarbonizing Portland cement production. ZEW - Centre for European Economic Research Discussion Paper No. 23-023. Link to source: https://doi.org/10.2139/ssrn.4434830 

Global Cement and Concrete Association. (2021). Concrete future: The GCCA 2050 cement and concrete industry roadmap for net zero concrete. Link to source: https://gccassociation.org/concretefuture/wp-content/uploads/2021/10/GCCA-Concrete-Future-Roadmap-Document-AW.pdf 

Goldman, S., Majsztrik, P., Sgro Rojas, I., Gavvalapalli, M., Gaikwad, R., Feric, T., Visconti, K., & McMurty, B. (2023). Pathways to commercial liftoff: Low-carbon cement. U.S. Department of Energy. 

Gómez, D. R., & Watterson, J. D., et al. (2006). Stationary combustion. In S. Eggelston, L. Buendia, K. Miwa, T. Ngara, & K. Tanabe (Eds.), 2006 IPCC guidelines for national greenhouse gas inventories (Vol. 2). Institute for Global Environmental Strategies (IGES) for the IPCC. Link to source: https://www.ipcc-nggip.iges.or.jp/public/2006gl/pdf/2_Volume2/V2_2_Ch2_Stationary_Combustion.pdf 

Griffiths, S., Sovacool, B. K., Furszyfer Del Rio, D. D., Foley, A. M., Bazilian, M. D., Kim, J., & Uratani, J. M. (2023). Decarbonizing the cement and concrete industry: A systematic review of socio-technical systems, technological innovations, and policy options. Renewable and Sustainable Energy Reviews, 180, 113291. Link to source: https://doi.org/10.1016/j.rser.2023.113291 

Habert, G., Miller, S. A., John, V. M., Provis, J. L., Favier, A., Horvath, A., & Scrivener, K. L. (2020). Environmental impacts and decarbonization strategies in the cement and concrete industries. Nature Reviews Earth & Environment1, 559–573. Link to source: https://doi.org/10.1038/s43017-020-0093-3 

Hottle, T., Hawkins, T. R., Chiquelin, C., Lange, B., Young, B., Sun, P., Elgowainy, A., & Wang, M. (2022). Environmental life-cycle assessment of concrete produced in the United States. Journal of Cleaner Production363, 131834. Link to source: https://doi.org/10.1016/j.jclepro.2022.131834 

International Energy Agency. (2018). Technology roadmap: Low-carbon transition in the cement industry. Link to source: https://www.iea.org/reports/technology-roadmap-low-carbon-transition-in-the-cement-industry 

International Energy Agency. (2023a). CO2 emitted and captured in the cement sector and clinker-to-cement ratio in the Net Zero Scenario, 20152030. Link to source: https://www.iea.org/data-and-statistics/charts/co2-emitted-and-captured-in-the-cement-sector-and-clinker-to-cement-ratio-in-the-net-zero-scenario-2015-2030 

International Energy Agency. (2023b). Global cement production in the Net Zero Scenario, 20102030. Link to source: https://www.iea.org/data-and-statistics/charts/global-cement-production-in-the-net-zero-scenario-2010-2030-5260 

International Energy Agency. (2023c). Global thermal energy intensity of clinker production by fuel in the Net Zero Scenario, 20102030. Link to source: https://www.iea.org/data-and-statistics/charts/global-thermal-energy-intensity-of-clinker-production-by-fuel-in-the-net-zero-scenario-2010-2030 

Isabirye, A., & Sinha, A. (2023). Manufacturing sector: Cement manufacturing emissions. ClimateTRACE. Link to source: https://github.com/climatetracecoalition/methodology-documents/blob/main/2023/Manufacturing/Manufacturing%20and%20Industrial%20Processes%20sector-%20Cement%20Manufacturing%20Emissions%20methodology.docx.pdf 

Juenger, M. C. G., Snellings, R., & Bernal, S. A. (2019). Supplementary cementitious materials: New sources, characterization, and performance insights. Cement and Concrete Research122, 257–273. Link to source: https://doi.org/10.1016/j.cemconres.2019.05.008 

Miller, S. A., & Moore, F. C. (2020). Climate and health damages from global concrete production. Nature Climate Change10(5), 439–443. Link to source: https://doi.org/10.1038/s41558-020-0733-0

Mokhtar, A., & Nasooti, M. (2020). A decision support tool for cement industry to select energy efficiency measures. Energy Strategy Reviews28, 100458. Link to source: https://doi.org/10.1016/j.esr.2020.100458 

Morrow III, W. R., Hasanbeigi, A., Sathaye, J., & Xu, T. (2014). Assessment of energy efficiency improvement and CO2 emission reduction potentials in India's cement and iron & steel industries. Journal of Cleaner Production65, 131–141. Link to source: https://doi.org/10.1016/j.jclepro.2013.07.022 

Rissman, J., Bataille, C., Masanet, E., Aden, N., Morrow III, W. R., Zhou, N., Elliott, N., Dell, R., Heeren, N., Huckestein, B., Cresko, J., Miller, S. A., Roy, J., Fennell, P., Cremmins, B., Blank, T. K., Hone, D., Williams, E. D., de la Rue du Can, S., …Helseth, J. (2020). Technologies and policies to decarbonize global industry: Review and assessment of mitigation drivers through 2070. Applied Energy266, 114848. Link to source: https://doi.org/10.1016/j.apenergy.2020.114848 

Schorcht, F., Kourti, I., Scalet, B. M., Roudier, S., & Delgado Sancho L. (2013). Best available techniques (BAT) reference document for the production of cement, lime and magnesium oxide – Industrial Emissions Directive 2010/75/EU (integrated pollution prevention and control) (Joint Research Center publication JRC 83006). European Commission, Joint Research Centre, Institute for Prospective Technological Studies. Link to source: https://doi.org/10.2788/12850 

Searchinger, T., Peng, L., Zionts, J., & Waite, R. (2024). The global land squeeze: Managing the growing competition for land. World Resources Institute. Link to source: https://www.wri.org/research/global-land-squeeze-managing-growing-competition-land

Shah, I. H., Miller, S. A., Jiang, D., & Myers, R. J. (2022). Cement substitution with secondary materials can reduce annual global CO2 emissions by up to 1.3 gigatons. Nature Communications13, 5758. Link to source: https://doi.org/10.1038/s41467-022-33289-7 

Sinha, A., and Crane, V. (2024). Manufacturing and industrial processes sector: Cement manufacturing emissions. TransitionZero, UK, Climate TRACE Emissions Inventory. Link to source: https://climatetrace.org

Snellings, R. (2016). Assessing, understanding and unlocking supplementary cementitious materials. RILEM Technical Letters1, 50–55. Link to source: https://doi.org/10.21809/rilemtechlett.2016.12 

Snellings, R., Suraneni, P., & Skibsted, J. (2023). Future and emerging supplementary cementitious materials. Cement and Concrete Research171, 107199. Link to source: https://doi.org/10.1016/j.cemconres.2023.107199

U.S. Department of Energy. (2022). Industrial decarbonization roadmap. Link to source: https://www.energy.gov/sites/default/files/2022-09/Industrial%20Decarbonization%20Roadmap.pdf 

U.S. Environmental Protection Agency. (2016). Greenhouse gas inventory guidance: Direct emissions from stationary combustion sources. Link to source: https://www.epa.gov/sites/default/files/2016-03/documents/stationaryemissions_3_2016.pdf 

U.S. Federal Highway Administration. (n.d.). Use of supplementary cementitious materials (SCMs) in concrete mixtures (FHWA-HIF-19-054)U.S. Department of Transportation. Link to source: https://www.fhwa.dot.gov/pavement/concrete/trailer/resources/hif19054.pdf 

U.S. Geological Survey. (2024). Mineral commodity summaries 2024. https://doi.org/10.3133/mcs2024 

Yang, X., Teng, F., & Wang, G. (2013). Incorporating environmental co-benefits into climate policies: A regional study of the cement industry in China. Applied Energy112, 1446–1453. Link to source: https://doi.org/10.1016/j.apenergy.2013.03.040

Zhang, S., Ren, H., Zhou, W., Yu, Y., & Chen, C. (2018). Assessing air pollution abatement co-benefits of energy efficiency improvement in cement industry: A city level analysis. Journal of Cleaner Production185, 761–771. Link to source: https://doi.org/10.1016/j.jclepro.2018.02.293

Zhang, S., Worrell, E., & Crijns-Graus, W. (2015). Evaluating co-benefits of energy efficiency and air pollution abatement in China’s cement industry. Applied Energy147, 192–213. Link to source: https://doi.org/10.1016/j.apenergy.2015.02.081

Zhang, S., Xie, Y., Sander, R., Yue, H., & Shu, Y. (2021). Potentials of energy efficiency improvement and energy–emission–health nexus in Jing-Jin-Ji’s cement industry. Journal of Cleaner Production278, 123335. Link to source: https://doi.org/10.1016/j.jclepro.2020.123335

Credits

Lead Fellow

  • Sarah Gleeson, Ph.D.

Contributors

  • James Gerber, Ph.D.

  • Yusuf Jameel, Ph.D.

  • Daniel Jasper

  • Alex Sweeney

Internal Reviewers

  • Aiyana Bodi

  • Hannah Henkin

  • Ted Otte

  • Amanda D. Smith, Ph.D.

  • Christina Swanson, Ph.D.

Effectiveness

Cement production currently emits 760,000 t CO₂‑eq /Mt cement produced, based on our analysis. With global cement production exceeding 4 Gt/yr (U.S. Geological Survey, 2024), the scale of emissions to be mitigated is large.

Clinker substitution is the most effective of the three approaches at reducing emissions, eliminating approximately 240,000 t CO₂‑eq /Mt cement produced. This is equivalent to 690,000 t CO₂‑eq /Mt clinker avoided (Table 1a). This estimate is based on expert predictions of GHG savings for realistic target levels of clinker replacement with material substitutes.

Alternative fuels and efficiency upgrades have carbon abatement potentials of 96,000 and 90,000 t CO₂‑eq /Mt cement produced, respectively, when calculated based on production levels (Table 1b). Since the units of adoption for process efficiency upgrades are GJ thermal energy input, when calculating climate impact we used an effectiveness per GJ of thermal energy, calculated using an emission factor for fuel combustion. This effectiveness is 0.0847 t CO₂ /GJ thermal energy input (Table 1c; Gómez & Watterson et al., 2006; International Energy Agency [IEA], 2023c). 

We calculated the effectiveness of these three approaches separately. Because the implementation of each affects the effectiveness potential of the others (Glenk et al., 2023), the actual effectiveness will be lower when the approaches are implemented together.

Emissions reductions from these approaches can be directly related to how the approach impacts GHG emissions from clinker production and fossil fuel burning. However, sourcing, processing, and transporting clinker substitutes and alternative fuels also produces GHGs. Our data sources did not always report whether such indirect emissions were accounted for, so our analysis primarily focuses on direct emissions. Further analysis of other life-cycle emissions considerations would be valuable in future research; however, indirect emission levels for both clinker substitutes and alternative fuels are reportedly small compared to direct emissions (European Cement Research Academy, 2022; Shah et al., 2022).

Additionally, cement industry members sometimes assume that there are no direct emissions from burning biomass fuels (Goldman et al., 2023). As a result, we assume that direct emissions from biomass are not fully accounted for in the data and therefore that the climate benefit of using alternative fuels may be exaggerated.

While other GHGs, including methane and nitrous oxide, are also released during cement manufacturing, these gases represent a small fraction (<3% combined) of overall CO₂‑eq emissions so we considered them negligible in our calculations (U.S. Environmental Protection Agency, 2016; Hottle et al., 2022). 

Table 1. Effectiveness at reducing emissions.

Unit: t CO₂‑eq /Mt clinker avoided, 100-year basis

25th percentile 540,000
Mean 710,000
Median (50th percentile) 690,000
75th percentile 860,000

Unit: t CO₂‑eq /Mt cement produced (100-year basis)

25th percentile 77,000
Mean 94,000
Median (50th percentile) 96,000
75th percentile 99,000

Unit: t CO₂‑eq /GJ thermal energy input (100-year basis)

Calculated value 0.0847
Cost

All three approaches to mitigating cement emissions result in cost savings by our analysis. Despite high initial costs, when considering the long technology lifetime and annual operational savings, the net lifetime and annualized costs are lower than conventional cement production.

Clinker substitution has the highest net savings of the three approaches, with US$7 million/Mt cement produced generating savings of US$30/t CO₂‑eq (Table 2a). While initial and operating costs may vary between different substitute materials, we averaged all material types for each cost estimate. Goldman et al. (2023) and the European Cement Research Academy (2022) offer breakdowns of cost by material type.

Alternative fuels generate savings of US$5 million/Mt cement, or US$50/t CO₂‑eq mitigated (Table 2b). For both clinker substitution and alternative fuels, cost and emissions will vary based on local material availability (Cannon et al., 2021). We assumed equivalent costs for all alternative fuel types.

Efficiency upgrades save US$6 million/Mt cement and have the highest cost savings per unit climate impact (US$60/t CO₂‑eq ). While process efficiency upgrades encompass many different technologies, this cost estimate incorporates the costs of two of the technologies yielding high avoided emissions – replacing long kilns with preheater/precalciner kilns and implementing efficient clinker cooler technology. Between these technologies, upgrading to preheater/precalciner kilns represents most of the initial cost increase and the operational cost savings (European Cement Research Academy, 2022).

The costs of each approach (Table 2) were calculated as amortized initial costs of upgrading plants, added to the expected changes in annual operational costs. Only very limited data are available for price premiums on low-carbon cement. Therefore, we did not include any revenues for low-carbon cement. 

While we calculated these costs separately, in reality the cost for implementing multiple approaches will be different due to interactions between technologies (Glenk et al., 2023). For example, material processing equipment could change based on the type of clinker substitute materials. We do not expect the costs to be additive as we assumed in our analysis, and limited cost data means that this estimate is based on limited sources.

Table 2: Cost per unit climate impact.

Unit: 2023 US$/t CO₂‑eq , 100-yr basis

Clinker substitution –30

Negative values reflect cost savings.

Unit: 2023 US$/t CO₂‑eq , 100-yr basis

Alternative fuels –50

Negative values reflect cost savings.

Unit: 2023 US$/t CO₂‑eq , 100-yr basis

Process efficiency upgrades –60

Negative values reflect cost savings.

Methods and Supporting Data

Methods and Supporting Data

Learning Curve

The technologies needed for all approaches in this solution are well developed and ready to deploy at scale, so we did not consider learning curves. 

We did not find any global data on cost changes related to adoption levels for equipment, including energy-efficient processing technologies, dry-process kilns, or material storage. A portion of the solution’s initial costs come from plant downtimes, which would not be impacted by the technology learning curve. For feedstock components of the solution, including alternative fuels and clinker material substitutes, the costs will be subject to material availability, market prices, and transportation, and therefore will not necessarily decrease with adoption.

Speed of Action

Speed of action refers to how quickly a climate solution physically affects the atmosphere after it is deployed. This is different from speed of deployment, which is the pace at which solutions are adopted.

At Project Drawdown, we define the speed of action for each climate solution as emergency brake, gradual, or delayed.

Improve Cement Production is a GRADUAL climate solution. It has a steady, linear impact on the atmosphere. The cumulative effect over time builds as a straight line.

Caveats

Manufacturing emissions reductions due to clinker substitution, alternative fuels, and process efficiency upgrades are both permanent and additional. 

Permanence 

There is a low risk that the emission reductions this solution generates will be reversed in the next 100 years. This approach calls for reduced burning of fossil fuels and less calcination of limestone into clinker, thereby avoiding emissions from these activities. Meanwhile, carbon that is not released as CO₂ due to these technologies will remain stable in limestone or fossil fuel reserves indefinitely, making the emissions mitigation permanent.

Additionality 

These cement emissions reductions are additional if they are adopted in amounts higher than what is currently required and used in local or regional cement manufacturing. Afsah (2004) assessed additionality based on whether it represents “not common practice” from a national standpoint of market share or adoption. ClimeCo (2022) suggested that for clinker material substitutes to be considered additional, the substitute needs to meet two criteria: The replacement is not mandated by law, and new or emerging materials are used.

Current Adoption

Few global data are available for current adoption. Most data are from regional sources, typically the United States or Europe. As a result, we do not expect these data to be representative at the global level – China and India alone produce more than 60% of the world’s cement (U.S. Geological Survey, 2024). Therefore, we quantified adoption only from a limited number of worldwide sources, using the adoption units listed in Figure 2.

Clinker substitution is challenging to assess for adoption, since it is implemented with a broad range of materials and replacement fractions. We therefore simplified adoption in this analysis by quantifying it as the amount of global cement material that is not clinker. The adoption tonnage (Table 3a) represents Mt of clinker production avoided, using conventional Portland cement (5% non-clinker) as a baseline (CEMBUREAU, n.d.). Note that this is different from the way we considered cement tonnage for effectiveness and cost. There, we calculated emissions reductions for a Mt of cement produced including substituted material. For adoption, however, we considered tonnage to be clinker avoided (based on amount replaced with other materials).

The IEA (2023a) and the European Cement Research Academy (2022) estimated the global clinker-to-cement ratio to be approximately 0.72, meaning that 28% of cement composition is material other than clinker. This correlates to 980 Mt clinker avoided/yr used over the Portland cement baseline.

Alternative fuels are currently used to replace approximately 7% of fossil fuels in global cement production (Global Cement and Concrete Association, 2021; IEA, 2023c). We assumed this means approximately 300 Mt cement/yr are currently produced with biomass and waste fuels (Table 3b).

Efficiency upgrades encompass dozens of technological improvements, which – along with a paucity of available data – make adoption levels challenging to assess. To estimate the current state of energy usage in the cement industry, we used the IEA (2023c) estimate of 3,550,000 GJ/Mt clinker as the 2022 benchmark thermal energy input for clinker production. This value does not include electrical efficiency and can vary based on fuel mix, but approximates the current state of energy use. We converted it to GJ/yr using amounts of annual clinker production, yielding 10.5 billion GJ thermal energy consumed each year for clinker production. Since there is no baseline for efficiency, we consider this value to be the zero adoption scenario and the current adoption to be not determined (Table 3c).

For the other approaches, there is a clear baseline case of “zero adoption” where no substitutes or alternative fuels are in use. However, thermal energy input is an energy use indicator that represents a continuum with no clear baseline. We therefore had to benchmark future energy savings against an initial value, which we chose as 2022 since it provided the most recent available data. All future estimates represent annual GHG savings relative to global cement production’s 2022 GHG emissions levels.

Table 3. Current adoption level (2022).

Unit: Mt clinker avoided/yr

Median (50th percentile) 980

Unit: Mt cement produced using alternative fuels/yr

Median (50th percentile) 300

Unit: GJ thermal energy input/yr saved

Median (50th percentile) not determined
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Adoption Trend

Clinker substitution has experienced relatively unchanged adoption worldwide in recent years (Table 4a). Since 2016, there has been a small increase in clinker-to-cement ratio, indicating a slight decrease in adoption of this approach (IEA, 2023a). This corresponds to 40 Mt fewer clinker material substitutes being used each year, on average. 

Alternative fuels adoption is slowly on the rise as percent of fuel mix (Table 4b). According to the IEA (2023c), the percentage of global clinker produced by bioenergy and waste fuels increased from 6.5% in 2015 to 8.5% in 2022. This corresponds to a median annual increase of 12 Mt cement/yr produced by alternative fuels. 

The IEA (2023c) reported efficiency upgrades to have led to a median annual decrease of 5,000 GJ/Mt clinker from 2011 to 2022, representing a –0.14% annual change in energy input. This indicates that processes consuming thermal energy have become slightly more efficient in recent years. When converted to GJ/yr, this is 15 million fewer GJ thermal energy consumed each year (Table 4c).

Table 4. Adoption trend.

Unit: annual change in Mt clinker avoided/yr

Median (50th percentile) –40

2016–2022 adoption trend

Unit: annual change in Mt cement produced using alternative fuels/yr

Median (50th percentile) 12

2015–2022 adoption trend

Unit: annual change in GJ thermal energy input/yr

Median (50th percentile) –15,000,000

2011–2022 adoption trend

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Adoption Ceiling

The adoption ceiling (Table 5) is high for all approaches within this solution.

Clinker substitution adoption is likely to be limited primarily by material standards and availability. Across literature, the median adoption ceiling is considered to be 3,000 Mt clinker avoided/yr beyond the Portland cement baseline, yielding a clinker-to-cement ratio of 0.2. Snellings (2016) calculated the worldwide amount of clinker materials substitutes and found that a maximum of ~2,000 Mt/yr would be available, which would result in a clinker-to-cement ratio of approximately 0.5. In the future, some waste materials – like fly ash and ground granulated blast furnace slag – are likely to be less available so increasing the possible substitute amounts would require research on new materials or cement properties.

Alternative fuels are typically assumed to be applicable to roughly 90% of cement production globally, or approximately 4,000 Mt cement/yr at 2022 global production levels (Daehn et al., 2022). In theory, kilns can use 100% alternative fuels, although composition of the fuel can influence the trace elements or calorific value (European Cement Research Academy, 2022). In particular, several analyses point to the lower calorific value of alternative fuels as an adoption-limiting factor. Cavalett et al. (2024) considered 90% to be the maximum. A separate analysis of Canadian cement production determined that 65% is the threshold due to lower-calorie fuels only being applicable in a precalciner kiln – the equipment where fuel is used to begin decomposing limestone through the calcination process (Clark et al., 2024).

Efficiency upgrades have their adoption ceiling limited by the minimum thermal energy demand needed to run cement kilns. The European Cement Research Academy estimates this lower threshold of energy input to be approximately 2,300,000 GJ/Mt clinker, considering chemical reaction and evaporation energy needs (European Cement Research Academy, 2022). This converts to 6.9 billion GJ thermal energy used each year, or 3.6 billion GJ/yr saved over current thermal energy efficiency levels (Table 5c).

Table 5. Adoption ceiling.

Unit: Mt clinker avoided/yr

Median (50th percentile) 3,000

Unit: Mt cement produced using alternative fuels/yr

Median (50th percentile) 4,000

Unit: GJ thermal energy input/yr saved over current levels

Median (50th percentile) 3,600,000,000
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Achievable Adoption

Clinker substitution achievable adoption (Table 6a) is primarily limited by material availability and initial costs. Global estimates generally expect 30–50% of total substituted material to be reasonable, which correlates to a clinker-to-cement ratio of 0.4–0.6 and 1,000–2,000 Mt clinker avoided/yr (Habert et al., 2020; European Cement Research Academy, 2022). In a separate U.S.-specific analysis, the substitute amount was projected to vary from 5% to 45% depending on the availability and performance of the material substitute (Goldman et al., 2023).

Alternative fuels are projected to account for roughly 40% of the cement fuel mix in 2050 for both global and North American estimates. Taking the median of the global achievable adoption estimates, this correlates to 2,000 Mt cement/yr that would be produced using alternative kiln fuels. As a low estimate, if the current adoption trend holds, approximately 16% of global cement fuel (producing 610 Mt cement/yr) will come from biomass and waste (IEA, 2023c). A reasonable adoption range is 610–2,000 Mt cement/yr (Table 6b), although some European countries currently have ~80% adoption of alternative fuels, meaning that >40% adoption in an aggressive 2050 scenario may be feasible (Cavalett et al., 2024).

Little information exists on projected global adoption of efficiency upgrades between now and 2050. In an analysis of a fraction of cement plants in China, India, and the U.S., it was estimated that these three countries – which represent more than 70% of current cement production worldwide – could reach a thermal energy input of 3.15–3.25 million GJ/Mt clinker by 2060, or 9.30–9.59 billion GJ/yr, which is 0.886–1.18 billion GJ/yr saved over current adoption levels (Table 6c; Cao et al., 2021). Meanwhile, in a European analysis, the European Cement Research Academy (2022) found the same range to be possible by 2050. This is not significantly lower than the current state due to the fact that the highest-producing countries – China and India – have newer manufacturing facilities with more efficient equipment today. Countries with more room to improve in thermal energy efficiency – such as the U.S. – produce only a small fraction of the world’s cement. Approximately 92% of global plants are estimated to use more efficient dry kiln technology, indicating that some of the more energy-saving equipment upgrades are already highly adopted (Isabirye & Sinha, 2023). Therefore, there is less room for increased adoption in kiln technologies worldwide, although electrical efficiency measures could further improve these values.

 While the estimates for tonnage of cement impacted by these approaches are based on 2022 global production numbers, cement production will change through 2050, meaning the impacted mass of cement will also change as these emissions-reducing measures are adopted (IEA, 2023b).

Table 6. Range of achievable adoption levels.

Unit: Mt clinker avoided/yr

Current adoption 980
Achievable – low 1,000
Achievable – high 2000
Adoption ceiling 3000

Unit: Mt cement produced using alternative fuels/yr

Current adoption 300
Achievable – low 610
Achievable – high 2,000
Adoption ceiling 4,000

Unit: GJ thermal energy input/yr saved over current adoption levels

Current adoption not determined
Achievable – low 886,000,000
Achievable – high 1,180,000,000
Adoption ceiling 3,600,000,000

Note: High adoption in this case results in lower energy use for each unit of cement produced, and thus better efficiency. 

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Improved cement production has high potential for climate impact. By our estimate, cement production is responsible for >5% of global GHG emissions, so mitigating even a portion of these emissions will meaningfully reduce the world’s carbon output.

Clinker substitution has the highest current and potential GHG emissions savings of the three approaches (Table 7a). To calculate the climate impact, we used effectiveness and adoption on the basis of Mt clinker avoided. Climate impact was calculated as:

$$\frac{\textit{CO₂ abated}}{\textit{yr}} = \frac{\textit{CO₂ abated}}{\textit{clinker avoided}} \times \frac{\textit{clinker avoided}}{\textit{Year}}$$
  • Current GHG savings: 0.67 Gt CO₂‑eq/yr
  • GHG savings ceiling: 2 Gt CO₂‑eq/yr
  • Achievable GHG savings range: 0.7–1 Gt CO₂‑eq/yr

Alternative fuels have a low current climate impact but possess the potential to be adopted for a much greater fraction of the global kiln fuel mix (Table 7b). However, alternative fuels’ potential GHG emissions savings are lower than those for clinker substitutes because alternative fuels have a lower CO₂ mitigation effectiveness. Climate impact is calculated as:

$$\frac{\textit{CO₂ abated}}{\textit{yr}} = \frac{\textit{CO₂ abated}}{\textit{cement produced}} \times \frac{\textit{cement produced}}{\textit{Year}}$$
  • Current GHG savings: 0.03 Gt CO₂‑eq/yr
  • GHG savings ceiling: 0.4 Gt CO₂‑eq/yr
  • Achievable GHG savings range: 0.06–0.2 Gt CO₂‑eq/yr

Switching to alternative fuels requires the use of biomass as a feedstock. Multiple climate solutions, in addition to improving cement production, require biomass, and projected demand across solutions greatly exceeds supply. The deforestation that would be required to meet demand would produce emissions far greater than any mitigation gains from full deployment of these solutions (Searchinger, 2024). In addition to deforestation, there would also be costs and emissions incurred to transport biomass from where it is produced to where it can be processed and used. Thus, the achievable GHG savings range presented here is only possible if feedstocks are prioritized for this solution. If feedstocks are instead prioritized for other climate solutions (see Interactions for examples), adoption and impact will be lower for this solution. It is not possible to set all biomass-dependent solutions to high adoption levels, add up their impacts, and determine an accurate combined emissions impact.

Efficiency upgrades are the most challenging to assess for climate impact because they represent a broad range of equipment upgrades with no clear baseline efficiency. We considered adoption to be energy savings from the current (2022) baseline in GJ thermal energy input/yr. We converted adoption to climate impact using the emission factor of 0.0847 t CO₂‑eq /GJ thermal energy input (calculated using data from Gómez & Watterson et al., 2006 and IEA, 2023c). The resulting calculation is as follows:

$$\frac{\textit{CO₂ abated}}{\textit{yr}} = \frac{\textit{CO₂ emissions}}{\textit{thermal energy}} \times \frac{\textit{thermal energy savings from 2022 baseline}}{\textit{yr }}$$
  • Current GHG savings: N/A (we consider the current adoption to be the baseline)
  • GHG savings ceiling: 0.31 Gt CO₂‑eq/yr less than 2022
  • Achievable GHG savings range: 0.0760–0.101 Gt CO₂‑eq/yr less than 2022

While clinker substitution, alternative fuels, and efficiency upgrades are quantified separately here, the adoption of any of these approaches will reduce the climate impact of the others. In particular, the climate impacts for technologies that reduce emissions per Mt of clinker (such as alternative fuels and process efficiency upgrades) will be lower when implemented along with technologies that reduce the amount of clinker used (such as clinker substitution), and vice versa (Glenk et al., 2023). Therefore, these impacts will not be additive, although they will contribute to reduced emissions when implemented together.

While our analysis found clinker substitution to have the highest climate impact, cement manufacturers will have to prioritize these technologies depending on their plant’s existing equipment, local availability of materials, and regional cement standards.

Table 7. Climate impact at different levels of adoption.

Unit: Gt CO₂‑eq/yr, 100-yr basis

Current adoption 0.67
Achievable – low 0.7
Achievable – high 1
Adoption ceiling 2

Unit: Gt CO₂‑eq/yr, 100-yr basis

Current adoption 0.03
Achievable – low 0.06
Achievable – high 0.2
Adoption ceiling 0.4

Unit: Gt CO₂‑eq/yr, 100-yr basis

Current adoption not determined
Achievable – low 0.075
Achievable – high 0.100
Adoption ceiling 0.31
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Additional Benefits

Health 

Miller & Moore (2020) estimated that the health damages associated with cement production amounted to approximately US$60 billion globally in 2015. These health damages are due to air pollutants produced during cement manufacturing, which would be reduced by this solution as described above. In China, one study estimated that improving energy efficiency in the Jing Jin Ji region’s cement industry could prevent morbidity in 17,000 individuals (Zhang et al., 2021). 

Air Quality 

Cement production is a major contributor to air pollution. Globally, concrete production accounts for approximately 8% of nitrogen oxide emissions, 5% of sulfur oxide emissions, and 5% of particulate matter emissions, with a significant portion of all these emissions stemming exclusively from cement production (Miller & Moore, 2020)Cement-related air pollution is especially acute in China, which produces over 50% of the world’s cement (U.S. Geological Survey, 2024). In 2009, China's cement industry emitted 3.59 Mt of particulate matter, making the industry the leading source of particulate matter emissions in the country (Yang et al., 2013). China also released 0.88 Mt of sulfur dioxide, accounting for about 4% of the national total, and emitted 1.7 Mt of nitrogen oxides (Yang et al., 2013). Process efficiency upgrades in cement manufacturing can reduce these harmful emissions. For example, implementing energy efficiency measures in China’s cement industry could reduce particulate matter by more than 3%, lower sulfur dioxide emissions by more than 15%, and decrease nitrogen oxide emissions by more than 12% by 2030 (Zhang et al., 2015). In Jiangsu province, which is the largest cement producer in China, energy and CO₂ reduction techniques could cut particulate matter and nitrogen oxide emissions by 30% and 56%, respectively, by 2030 (Zhang et al., 2018).

Risks

According to the U.S. Federal Highway Administration (n.d.), the use of clinker material substitutes in cement slows concrete curing times. Additionally, some clinker material substitutes, such as fly ash, raise ecotoxicity concerns and require safe handling (U.S. Department of Energy, 2022). Robust research and development is needed for new compositions of cement to accelerate testing, standardization, and adoption (Griffiths et al., 2023). Since regional standards vary for cement and concrete, policy and regulatory support designed for specific locations will be necessary to influence adoption levels and rates.

Most clinker material substitutes have limited or regional availability, leading to shortages, high costs, and transportation emissions (Habert et al., 2020). Because some substitute materials are sourced from the waste streams of other industries, such as the coal and steel industries, the long-term feasibility of sourcing these materials is uncertain (Goldman et al., 2023; Juenger et al., 2019). However, one study found that most leading cement-producing countries have substitute materials available in sufficient quantities to replace at least half of their current clinker usage (Shah et al., 2022). 

In terms of risks associated with alternative fuels, they can be subject to regional scarcity. Lack of available waste fuel in particular could risk non-waste biomass burning, leading to deforestation and high net emissions (de Puy Kamp, 2021). In addition, waste fuels can have varying compositions that can lead to different heats of combustion, kiln compatibility, or emitted pollutants (Griffiths et al., 2023). Finally, the use of waste products requires cement plants to be situated near industrial waste sources, risking low adoption for cement plants that are not located near a waste source. 

Interactions with Other Solutions

Reinforcing

Lower-carbon cement will improve the effectiveness and enhance the net climate impact of any solutions that might require new construction. The embodied emissions from the cement and concrete used for new built structures or roads will be reduced.

Technological advancements and increased adoption of efficient cement manufacturing equipment will improve the rate and cost of scaling similar high-efficiency machinery.

Industrial electrification in cement plants will be faster and easier to adopt if the plants’ energy demands are lowered via reduced clinker production and more efficient processes.

Competing

This solution uses biomass as a feedstock (raw material) for kiln fuel or as a source of ash for clinker substitues, including wood, food, crop residues, and municipal waste.  Because the total projected demand for biomass feedstocks for climate solutions exceeds the supply, not all of these solutions will be able to achieve their potential adoption. This solution is in competition with the following solutions for raw material:

Dashboard

Solution Basics

Mt clinker avoided

t CO₂-eq (100-yr)/unit
0540,000690,000median
units/yr
Current 980 01,0002,000
Achievable (Low to High)

Climate Impact

Gt CO₂-eq (100-yr)/yr
Current 0.67 0.71
US$ per t CO₂-eq
-30
Gradual

CO₂

Solution Basics

Mt cement produced using alternative fuels

t CO₂-eq (100-yr)/unit
077,00096,000median
units/yr
Current 300 06102,000
Achievable (Low to High)

Climate Impact

Gt CO₂-eq (100-yr)/yr
Current 0.03 0.060.2
US$ per t CO₂-eq
-50
Gradual

CO₂

Solution Basics

GJ thermal energy input reduced from current levels/yr

t CO₂-eq (100-yr)/unit
0.085
units/yr
Current Not Determined 08.86×10⁸1.18×10⁹
Achievable (Low to High)

Climate Impact

Gt CO₂-eq (100-yr)/yr
Current Not Determined 0.0760.1
US$ per t CO₂-eq
-60
Gradual

CO₂

Trade-offs

Wider adoption of clinker material substitutes, alternative fuels, and process efficiency upgrades could generate new GHG emissions, including emissions stemming from the transportation of clinker material substitutes and alternative fuels as well as embodied emissions from manufacturing and installing new cement plant equipment. Nevertheless, the overall solution effectiveness is not expected to be significantly impacted. In some of the largest cement-producing countries, the emissions from transport of clinker material substitutes has been calculated to be an order of magnitude less than the emissions savings from the use of those substitutes in place of clinker (Shah et al., 2022). 

In terms of environmental impact, some clinker substitutes such as calcined clays and natural pozzolans can increase water use (Juenger et al., 2019; Snellings et al., 2023). Additionally, the use of biomass as an alternative fuel source could lead to trade-offs – such as increased water use and land use, or diminished resource availability – although the risk of this outcome is low since biomass for kiln fuels tends to be agricultural by-products or other waste (Clark et al., 2024; Georgiopoulou & Lyberatos, 2018). 

Mt CO2-eq
< 2
2 - 4
4 - 6
6 - 8
8 - 10
> 10

Annual cement plant emissions, 2024

Cement production emissions are partly due to burning fossil fuels to run kilns and partly due to CO2 emissions associated with the chemistry of producing clinker, a key component of cement.

Sinha, A. and Crane, V. (2024). Manufacturing and industrial processes sector: Cement manufacturing emissions [Data set]. TransitionZero, Climate TRACE Emissions Inventory. Retrieved February 11, 2025, from Link to source: https://climatetrace.org

Mt CO2-eq
< 2
2 - 4
4 - 6
6 - 8
8 - 10
> 10

Annual cement plant emissions, 2024

Cement production emissions are partly due to burning fossil fuels to run kilns and partly due to CO2 emissions associated with the chemistry of producing clinker, a key component of cement.

Sinha, A. and Crane, V. (2024). Manufacturing and industrial processes sector: Cement manufacturing emissions [Data set]. TransitionZero, Climate TRACE Emissions Inventory. Retrieved February 11, 2025, from Link to source: https://climatetrace.org

Maps Introduction

There are no location-specific constraints to the effectiveness of the Improve Cement Production solution as there are for solutions dependent on climatic factors. However, there is geographic variation associated with current uptake of solutions and feasibility/expense of future uptake. Moreover, the distribution of cement-producing facilities around the world is non-uniform, thus the solution set naturally has the greatest applicability in regions with the greatest concentration of cement production. China and India have particularly high production of cement at 51% and 8% of global totals in 2024, respectively (Sinha & Crane, 2024).

Newer cement plants are more likely to have high thermal efficiencies, and the age of cement plants varies around the world, with average ages of cement plants less than 20 years in much of Asia, and greater than 40 years in much of the U.S. and Europe.

Uptake of alternative fuels is relatively high in Europe and low in the Americas.  

While use of clinker substitutes is in principle possible anywhere, the materials themselves are not readily available everywhere, thus transportation costs and associated emissions can place constraints on their viability (Shah et al., 2022).

Action Word
Improve
Solution Title
Cement Production
Current State Introduction

Our analysis of the current state of solutions for improved cement production included three separate approaches to reducing emissions: clinker substitution, alternative fuels, and process efficiency upgrades. Each approach had adoption units chosen based on data availability and consistency between calculated values. Figure 2 summarizes the units and conversions used for all approaches.

Figure 2. Units of quantification used in the Current State, Adoption, and Impacts analyses below.

Approach Clinker substitution Alternative fuels Process efficiency upgrades
Effectiveness

t CO₂-eq abated/Mt clinker avoided*

t CO₂ abated/Mt cement produced*

t CO₂-eq abated/Mt cement produced

t CO₂-eq abated/GJ thermal energy input**

t CO₂-eq abated/Mt cement produced**

Cost US$/Mt cement produced US$/Mt cement produced US$/Mt cement produced
Adoption Mt clinker avoided/yr Mt cement/yr produced using alternative fuels GJ thermal energy input saved/yr
Climate impact Gt CO₂-eq/yr Gt CO₂-eq/yr Gt CO₂-eq/yr

*Clinker substitution effectiveness was calculated in two different adoption units using the same source data. Effectiveness in t CO₂‑eq abated/Mt cement produced was used to calculate cost per climate impact. Effectiveness was converted to t CO₂‑eq abated/Mt clinker avoided using the clinker-to-cement ratio for each individual study in the analysis, and this was used to calculate climate impact.

**Process efficiency upgrades effectiveness in units of t CO₂‑eq abated/Mt cement produced was used to calculate cost per climate impact. Separately, a calculated fuel emission factor effectiveness in units of t CO₂‑eq abated/GJ thermal energy was used to quantify climate impact.

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Classification
Highly Recommended
Lawmakers and Policymakers
  • Hold cement manufacturers accountable for safety standards.
  • Regulate clinker substitution, alternative fuel usage, and process efficiency upgrades.
  • Set standards for low-carbon cement and reporting on embodied carbon for new projects.
  • Provide financial incentives such as grants, subsidies, and/or carbon taxes.
  • Set low-carbon cement standards for public procurement.
  • Implement building codes and standards that allow for the safe, tested use of low-clinker cement while accounting for regional variability in cement compositions.
  • When possible integrate low-carbon cement standards into industry standards such as LEED certification or CALGreen.
  • Increase investment in research and development of clinker material substitutes.
  • Promote a circular economy by creating reverse supply chains to collect industrial and biomass waste to be used as feedstocks for cement kilns and products.
  • Require labels for low-carbon products and materials.
  • Engage impacted communities and incorporate public feedback into policy design.
  • Ensure permit processes for mining or collecting clinker substitutes allow local supply chains to develop.
  • Integrate water management into policy planning when adopting new cement technologies, especially in drought-prone areas.
Practitioners
  • Increase the fraction of clinker substitutes in cement, which will reduce production costs.
  • Use alternative fuels as manufacturing energy sources, ideally from renewable sources when possible, which will reduce production costs.
  • Upgrade equipment and production process to be more efficient, which will reduce production costs.
  • Invest in research and development for clinker material substitutes and process improvements.
  • Work to form national and regional industrial strategies for low-carbon cement.
  • Engage with local community members and use their feedback to create safer and healthier production facilities.
  • Increase transparency and reporting around energy usage, fuel composition, and the material composition of cement products.
  • Integrate water management safeguards when adopting new cement technologies, especially in drought-prone areas.
  • Join, create, or participate in partnerships or certification programs dedicated to improving cement production.

Further information:

Business Leaders
  • Source from low-carbon cement producers.
  • Advocate for low-carbon cement during project design and construction.
  • Promote concrete alternatives in high-profile projects.
  • Purchase, promote, and/or invest in local manufacturing and supply chains not only for materials and equipment used to make low-carbon cement, but also for low-carbon cementitious products.
  • Create off-take agreements for emerging cement technologies.
  • Create training and capacity-building programs for industry professionals related to the use and benefits of low-carbon cement and concrete.
  • Launch education and awareness campaigns that share case studies and pilot projects with industry media and other key stakeholders.
  • Leverage carbon markets to help subsidize the cost of low-carbon cement.
  • Work with governments and financial institutions to establish standards and incentives for utilizing low-carbon materials.

Further information:

Nonprofit Leaders
  • Assist with monitoring and reporting related to energy usage, fuel composition, and the material composition of cement products.
  • Help design policies and regulations that support low-carbon cement production.
  • Educate the public about the urgent need for low-carbon cement while showcasing its many benefits.
  • Encourage policymakers to create ambitious targets and regulations.
  • Encourage cement manufacturers to improve their practices.
  • Join, create, or participate in partnerships or certification programs dedicated to improving cement production.

Further information:

Investors
  • Invest in low-carbon cement producers, low-carbon cement research and development, and shared recycling infrastructure for cement materials.
  • Invest in supply chains for new clinker substitutes, alternative fuels, and technologies that improve production efficiency.
  • Encourage portfolio companies to produce low-carbon cement or source from low-carbon cement producers, noting that low-carbon retrofits will save money for producers.
  • Seek impact investment opportunities, such as low-interest loans for construction or renovation projects that use low-carbon cement, or favorable loans for entities that set low-carbon cement policies or targets.

Further information:

Philanthropists and International Aid Agencies
  • Set low-carbon cement standards for construction-related grants, loans, and awards.
  • Provide capital for local supply chains and the acquisition or production of clinker material substitutes.
  • Support global, national, and local policies that promote low-carbon cement use.
  • Explore opportunities to fund low-carbon cement start-ups.
  • Advance awareness of the public health and climate benefits of low-carbon cement.
  • Join, create, or participate in partnerships or certification programs dedicated to improving cement production.

Further information:

Thought Leaders
  • Provide technical assistance (e.g., circular economy design) to producers, government agencies, and other entities working to reduce cement emissions.
  • Help design policies and regulations that support the adoption of low-carbon cement.
  • Educate the public through campaigns emphasizing the urgent need to reduce cement production emissions.
  • Encourage policymakers to create more ambitious targets and regulations.
  • Pressure the cement industry to improve its production practices.
  • Join, create, or participate in partnerships or certification programs dedicated to improving cement production.

Further information:

Technologists and Researchers
  • Develop new separation technology for recycling cement material.
  • Assess new clinker substitutes and improve supply chains for known substitutes.
  • Improve the efficiency of processing technology and equipment.
  • Increase the safety of extraction, transport, handling, and processing of clinker material substitutes.
  • Develop on-site testing and reporting methods for tracking the energy use of manufacturing processes, fuel composition, and the material composition of cement products.
  • Examine and refine understandings of the potential revenue and price premiums of low-carbon cement products.

Further information:

Communities, Households, and Individuals
  • Purchase low-carbon cement and concrete products when possible.
  • Document your experiences if harmful cement production practices impact you. Share documentation of harmful cement production practices and/or other key messages with policymakers, the media, and your community.
  • Encourage policymakers to improve regulations related to cement production.
  • Support public education efforts to raise awareness about the urgent need to make cement production practices more environmentally sustainable.
  • Pressure the cement industry to improve its production practices.

Further information:

Evidence Base

Consensus of effectiveness in reducing cement industry emissions: High

The U.S. Department of Energy reports that the cement industry produces an estimated 7–8% of global CO₂ emissions (Goldman et al., 2023), so this is an important area to target. There is high scientific consensus that clinker substitution, alternative fuels, and process efficiency upgrades can be immediately and effectively implemented. Other emissions reduction strategies – including hydrogen kiln fuel, electrification, and carbon capture and storage technologies – have generated mixed scientific opinions on their potential for immediate impact and were not considered in this analysis. 

The U.S. Department of Energy (2022) highlighted cement as one of five high-emitting industries with potential for mitigation. The technologies identified as having the highest level of maturity and market readiness were energy efficiency measures, biomass and natural gas fuels, material efficiency measures, and blended-material cements. 

An extensive review of industrial decarbonization points to four technologies that could be implemented in the near term across global industries: electrification, material efficiency, energy efficiency, and circularity (Rissman et al., 2020). The European Cement Research Academy (2022) classified the three cement industry approaches considered in this solution – clinker substitution, alternative fuels, and process efficiency upgrades – as meeting the highest technology readiness level.

Goldman et al. (2023) identified clinker substitution, alternative fuels, and efficiency improvements as deployable today, estimating that these three approaches could abate 30% of U.S. cement industry emissions by 2030. Habert et al. (2020) proposed technologies that could reduce emissions up to 50% in the next few decades, including “cement improvements” of supplementary clinker materials, alternative fuels, and more efficient technologies. The IEA (2018) estimated that clinker material replacement, alternative fuels, and efficiency improvements could provide 37%, 12%, and 3% of cement emissions savings by 2050, respectively.

The results presented in this document summarize findings from two reviews and meta-analyses, eight original studies, nine reports, and several data sets reflecting current evidence from 33 countries, primarily high cement-producing countries in North America, Europe, and Asia. We recognize this limited geographic scope creates bias, and hope this work inspires research and data sharing on this topic in underrepresented regions.

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Improve Landfill Management

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Methane tap valve from a landfill
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Summary

Landfill management is the process of reducing methane emissions from landfill gas (LFG). As bacteria break down organic waste in an environment without oxygen, they produce methane and release it into the atmosphere if there are no controls in place. This solution focuses on two methane abatement strategies: 1) methane capture/use/destruction and 2) biocovers. When methane is used or destroyed it is converted into CO₂ (Garland et al., 2023).

Description for Social and Search
Improve Landfill Management is a Highly Recommended climate solution. It focuses on abating landfill methane through methane capture and biocovers.
Overview

Landfill management relies on several practices and technologies that prevent methane from being released into the atmosphere. When organic material is broken down, it creates LFG, which usually is half methane and half CO₂, and water vapor (U.S. Environmental Protection Agency [U.S. EPA], 2024a). Methane that is directly released into the atmosphere has a GWP of 81 over a 20-yr basis and a GWP of 28 over a 100-yr basis (Intergovernmental Panel on Climate Change [IPCC], 2023). This means methane is 81 times more effective at trapping heat than CO₂. Because methane is a short-lived climate pollutant that has a much stronger warming effect than CO₂ over a given time period, abating methane will have a relatively large near-term impact on slowing global climate change (International Energy Agency [IEA], 2023). LFG contains trace amounts of oxygen, nitrogen, sulfides, hydrogen, and other organic compounds that can negatively affect nearby environments with odors, acid rain, and smog (New York State Government, 2024).

This solution focuses on two methane abatement strategies: 1) gas collection and control systems (GCCSs) and methane use/destruction, and 2) biocovers. Figure 1 illustrates in which parts of a landfill the strategies can be used (Garland et al., 2023).

GCCS and methane capture uses pipes to route LFG to be used as an energy source or to flare. The gas can be used on-site for landfill equipment or refined into biomethane and sold; unrefined LFG can also be sold to local utilities or industries for their own use. In areas where electricity generation is carbon intensive, the LFG can help to reduce local emissions by displacing fossil fuels. Methane that cannot be used for energy is burned in a flare during system downtime or at the end of the landfill life, when LFG production has decreased and collecting it no longer makes economic sense. High-efficiency (enclosed) flares have a 99% methane destruction rate. Open flares can be used but research from Plant et al. (2022) has found that the methane destruction rate in practice is much lower than the 90% value the U.S. EPA assumes. 

Biocovers are a type of landfill cover designed to promote bacteria that convert methane to CO₂ and water. Biocovers have an organic layer that provides an environment for the bacteria to grow and a gas distribution layer to separate the landfill waste from the organic layer. Non-biocover landfill covers – made with impermeable material like clay or synthetic materials – can also be used to prevent methane from being released. The methane oxidation from these covers will be minimal – they mostly serve to limit LFG from escaping – but they can then be used in conjunction with GCCS to improve gas collection. Landfills also use daily and interim landfill covers. It is important to note that studies on biocover abatement potential and cost are limited and biocovers may not be appropriate for all situations.

Leak Detection and Repair (LDAR) involves regularly monitoring for methane leaks and modifying or replacing leaking equipment. LDAR does not directly reduce emissions but is used to determine where to apply the above technology and practices and is considered a critical part of methane abatement strategies. Methane can be monitored through satellites, drones, continuous sensors, or on-site walking surveys (Carbon Mapper, 2024). LDAR is an important step in identifying where methane escapes from the gas collection infrastructure or landfill cover. Quick repairs help reduce GHG emissions while allowing more methane to be used for energy or fuel. The Appendix shows where methane can escape from landfills.

Figure 1. Areas where different on-site landfill methane abatement strategies can take place. Source: Garland et al. (2023)

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Landfill Methane: Key Problems and Solutions diagram

Source: Garland E., Alves O., Frankiewicz T., & Ayandele E. (2023). Mitigating landfill methane. RMI

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New York State Government. (2024). Important things to know about landfill gas. Retrieved September 3, 2024. Link to source: https://www.health.ny.gov/environmental/outdoors/air/landfill_gas.htm 

Nisbet, E. G., Fisher, R. E., Lowry, D., France, J. L., Allen, G., Bakkaloglu, S., Broderick, T. J., Cain, M., Coleman, M., Fernandez, J., Forster, G., Griffiths, P. T., Iverach, C. P., Kelly, B. F. J., Manning, M. R., Nisbet-Jones, P. B. R., Pyle, J. A., Townsend-Small, A., al-Shalaan, A., Warwick, N., & Zazeri, G. (2020). Methane mitigation: Methods to reduce emissions,on the path to the Paris agreement. Review of Geophysics, 58(1). Link to source: https://doi.org/10.1029/2019RG000675 

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Olaguer, E. P. (2021). The potential ozone impacts of landfills. Atmosphere, 12(7), 877. Link to source: https://doi.org/10.3390/atmos12070877 

Plant, G., Kort, E. A., Brandt, A. R., Chen, Y., Fordice, G., Negron, A. M. G., Schwietzke, S., Smith, M., & Zavala-araiza, D. (2022). Estimates of solid waste disposal rates and reduction targets for landfill gas emissions. Science, 377(6614), 1566–1571. Link to source: https://doi.org/10.1126/science.abq0385 

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SaveOnEnergy. (2024). Landfills: The truths about trash dumps by the numbers. Retrieved September 2, 2024, from Link to source: https://www.saveonenergy.com/resources/landfill-statistics/ 

Scarapelli, T. R., Cusworth, D. H., Duren, R. M., Kim, J., Heckler, J., Asner, G. P., Thoma, E., Krause, M. J., Heins, D., & Thorneloe, S. (2024). Investigating major sources of methane emissions at US landfills. Environmental Science & Technology58(29). Link to source: https://doi.org/10.1021/acs.est.4c07572

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Scheutz, C., Pedersen, R. B., Petersen, P. H., Jørgensen, J. H. B., Ucendo, I. M. B., Mønster, J. G., Samuelsson, J., Kjeldsen, P. (2014). Mitigation of methane emission from an old unlined landfill in Klintholm, Denmark using a passive biocover system. Waste Management34(7), 1179–1190. Link to source: https://doi.org/10.1016/j.wasman.2014.03.015 

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Credits

Lead Fellow

  • Jason Lam

Contributors

  • Yusuf Jameel, Ph.D.

  • Daniel Jasper

  • James Gerber, Ph.D.

  • Alex Sweeney

Internal Reviewers

  • Erika Luna

  • Paul C. West, Ph.D.

  • Amanda D. Smith, Ph.D.

  • Aiyana Bodi

  • Hannah Henkin

  • Ted Otte

Effectiveness

According to the IPCC, preventing 1 Mt of emitted methane avoids 81.2 Mt CO₂‑eq on a 20-yr basis and 27.9 Mt CO₂‑eq on a 100-yr basis (Smith et al., 2021, Table 1). If the methane is burned (converted into CO₂), the contribution to GHG emissions is still less than that of methane released directly into the atmosphere. Methane abatement can immediately limit future global climate change because of methane’s outsized impact on global temperature change, especially when looking at a 20-yr basis.

Table 1. Effectiveness at reducing emissions.

Unit: t CO₂‑eq/Mt of methane abated

100-yr GWP 27,900,000
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Cost

To abate 1 Mt of methane, GCCS and methane capture have an initial cost of around US$410 million, an operating cost of roughly US$191 million, and revenue in the neighborhood of US$383 million. The net savings over a 30-yr amortization period is US$179 million. This means capturing and selling landfill methane will be a net economic gain for most landfill operators. We included LDAR operating costs in the overall operating costs for GCCS and methane use/destruction, although LDAR can be used prior to installation or with other strategies such as biocovers. We split the median costs for GCCS and methane use/destruction between 20-yr and 100-yr GWP (Table 2a).

Biocovers have an initial cost to abate 1 Mt of methane around US$380 million, operating costs of roughly US$0.4 million, and revenue of about US$0 million, and an overall net cost over a 30-yr amortization period of US$13 million. This means that using biocovers to abate landfill methane has a net cost. If a carbon credit system is in place, biocovers can recoup the costs or generate profits. Biocovers are reported to have lower installation and operation costs than GCCS because they are simpler to install and maintain, and can be used where local regulations might limit a landfill operator’s ability to capture and use methane (Fries, 2020). Table 2b shows that the median costs for biocovers are split between 20-yr and 100-yr GWP.

We found very limited data for the baseline scenario, which follows current practices without methane abatement. We considered the baseline costs to be zero for initial costs, operational costs, and revenue because landfills without management – such as open landfills or sanitary landfills with no methane controls – release methane as part of their regular operations, do not incur added maintenance or capital costs, and lack any energy savings from capturing and using methane.

Few data were available to characterize the initial costs of implementing landfill methane capture. We referenced reports from Ayandele et al. (2024a), City of Saskatoon (2023), DeFabrizio et al. (2021), and Government of Canada (2024), but the context and underlying assumptions costs were not always clear. 

Landfills are typically 202–243 ha (Sweeptech, 2022); however, the size can vary greatly, with the world’s largest landfill covering 890 ha (Trashcans Unlimited, 2022). Because larger landfills make more methane, facility size helps determine which methane management strategies make the most sense. We assumed the average landfill covered 243 ha when converting costs to our common unit

Data on revenues from the sale of collected LFG are also limited. We found some reports of revenue generated at a municipal level or monetized benefits from GHG emission reductions priced according to a social cost of methane or carbon credit system (Abichou, 2020; Government of Canada, 2024). These values may not apply at a global scale, especially when the credits are supported by programs such as the United States’ use of Renewable Identification Numbers.

Table 2. Cost per unit climate impact.

Unit: 2023 US$/t CO₂‑eq

Median (100-yr basis) -6.42
Median (20-yr basis) -2.21

Unit: 2023 US$/t CO₂‑eq

Median (100-yr basis) 0.47
Median (20-yr basis) 0.16
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Methods and Supporting Data

Methods and Supporting Data

Learning Curve

Landfill GCCSs are mature; we do not foresee declining implementation costs for these solutions due to extensive use of the same installation equipment and materials in other industries and infrastructure. Automation of GCCS settings and monitoring may improve efficiencies, but installation costs will stay largely the same. 

Landfill covers are a mature technology, having been used to control odors, fires, litter, and scavenging since 1935 (Barton, 2020). Biocover landfill cover costs could decrease as recycled organic materials are increasingly used in their construction. It is not clear how the cost of biocovers might decrease as adoption grows. 

Though LDAR might provide gains around efficiencies, little research offers insights here.

Speed of Action

Speed of action refers to how quickly a climate solution physically affects the atmosphere after it is deployed. This is different from speed of deployment, which is the pace at which solutions are adopted.

At Project Drawdown, we define the speed of action for each climate solution as emergency brake, gradual, or delayed.

Improve Landfill Management is an EMERGENCY BRAKE climate solution. It has the potential to deliver a more rapid impact than gradual and delayed solutions. Because emergency brake solutions can deliver their climate benefits quickly, they can help accelerate our efforts to address dangerous levels of climate change. For this reason, they are a high priority.

Caveats

Approximately 61% of methane generated from food waste happens within 3.6 years of being landfilled (Krause, et al., 2023). In the United States, the EPA requires GCCS to be installed after five years of the landfill closing, meaning that much of the food waste methane will evade GCCS before it is installed (Industrious Labs, 2024b). In contrast, biocovers can quickly (up to three months) reduce methane emissions once the bacteria have established (Stern et al., 2007). GCCS and biocovers should be installed as soon as possible to capture as much of the early methane produced from food waste. Due to unstable methane production during early- and end-of-life gas production, low-calorific flares or biocovers may be needed to destroy any poor-quality gas that has collected. Strategies that prevent organic waste from being deposited at landfills are captured in other Project Drawdown solutions: Deploy Methane Digesters, Increase Composting, and Reduce Food Loss & Waste.

The effectiveness of landfill management depends on methane capture and destruction efficiency. The U.S. EPA previously assumed methane capture efficiency to be 75% and then revised it to 65%; however, the actual recovery rate in the United States is closer to 43% (Industrious Labs, 2024b). 

Our assessment does not include the impact of the CO₂ created from the destruction of methane.

Current Adoption

We found little literature quantifying the current adoption of LFG methane abatement. We estimate that methane capture/use/destruction accounts for approximately 1.6 Mt/yr of abated global methane. 

We did not find unaggregated data about current adoption of biocovers or global data for landfill methane abatement that we could use to allocate the contribution to each landfill methane abatement strategy. A large portion of data for current adoption is from sources focused on landfills in the United States. Around 70 Mt of methane is currently being emitted globally from landfills in 2024 (IEA, 2025; Ocko et al., 2021). 

Table 3a shows the statistical ranges among the sources we found for current adoption of methane capture/use/destruction. We were not able to find sources measuring the current adoption of biocovers and the amount of methane abated and therefore report it as not determined (Table 3b)."

The U.S. EPA’s Landfill Methane Outreach Program helps reduce methane emissions from U.S. landfills. The program has worked with 535 of more than 3,000 U.S. landfills (U.S. EPA, 2024; Vasarhelyi, 2021). Global Methane Initiative (GMI) members abated 4.7 Mt of methane from 2004 to 2023 (GMI, 2024). Because GMI members cover only 70% of human-caused methane emissions overall – including wastewater and agricultural emissions this is an overestimate of current landfill methane abatement. Holley et al. (2024) determined that while some methane abatement was occuring in Mexico, only 0.13 Mt of methane was abated from 2018 to 2020, which is about 12% of Mexico’s 2021 solid waste sector methane emissions. India and Nigeria recently installed some methane capture/use/destruction systems, but these are excluded from our analysis due to unclear data (Ayandele et al., 2024b; Ayandele et al., 2024c). Industrious Labs (2024b) found that GCCS were less common than expected – the U.S. EPA assumes a 75% gas recovery rate for well-managed landfills. A study on Maryland landfills found that only half had GCCS in place, with an average collection efficiency of 59% (Industrious Labs, 2024b). 

Table 3. Current (2023) adoption level.

Unit: Mt/yr methane abated

25th percentile 1.26
Mean 1.64
Median (50th percentile) 1.59
75th percentile 2.00

Unit: Mt/yr methane abated

25th percentile not determined
Mean not determined
Median (50th percentile) not determined
75th percentile not determined
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Adoption Trend

Few studies explicitly quantify the adoption of methane abatement technologies over time; we estimated the adoption trend to be 0.22 Mt/yr of methane abated – mainly from methane capture/use/destruction. We were not able to find unaggregated data for the adoption trend of biocovers, so we estimated adoption from the U.S. EPA (2024), GMI (2024), Industrious Labs (2024b), and Van Dingenen et al. (2018). The U.S. EPA (2024) provided adoption data for a limited number of U.S. landfills that showed increasing methane abatement 2000–2013, a plateau 2013–2018, and slower progress 2018–2023 (Figure 2).

GMI (2024) show a gradual increase in methane abatement 2011–2022. However, these data do not differentiate landfill methane abatement from other abatement opportunities, and even include wastewater systems and agriculture. When the GMI (2024) data are used to estimate adoption trends, they result in an overestimate. Van Dingenen et al. (2018) attributed a decreasing trend in landfill methane emissions 1990–2012 to landfill regulations implemented in the 1990s. Table 4a shows statistical ranges among the sources we found for the adoption trend of landfill methane strategies. Due to a lack of sources, we assume a zero value for the adoption trend of biocovers (and the amount of methane abated) as shown in Table 4b.

Table 4. 2011–2022 adoption trend.

Unit: Mt/yr methane abated

25th percentile 0.05
Mean 0.38
Median (50th percentile) 0.22
75th percentile 0.54

Unit: Mt/yr methane abated

25th percentile 0
Mean 0
Median (50th percentile) 0
75th percentile 0
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Adoption Ceiling

GCCS and methane capture have an estimated adoption ceiling of 70 Mt/yr of methane abated based on the IEA’s (2025) estimate for methane emissions from the landfill waste sector. We assumed that current landfill methane emissions would remain the same into the future with no changes in waste produced or waste diversion employed.

Biocovers have an estimated adoption ceiling of 70 Mt/yr of methane based on the IEA’s (2025) estimate for methane emissions from the landfill waste sector. We assumed that current landfill methane emissions would remain the same into the future with no changes in waste produced or waste diversion employed.

The maximum possible abatement of LFG methane critically depends on the efficiency of the abatement technology; Powell et al. (2015) found that closed landfills (those not actively receiving new waste) were 17% more efficient than open landfills. Even so, research from Nesser et al. (2024) found that the gas capture efficiency among United States landfills was significantly lower than U.S. EPA assumptions – closer to 50% rather than 75%. Industrious Labs (2024b) found that landfill methane emissions could be reduced by up to 104 Mt of methane 2025–2050. Using biocovers and installing GCCS earlier (with consistent operation standards) may help reduce emissions throughout the landfill’s lifespan. Tables 5a and 5b show the adoption ceiling for GCCS and methane use/destruction strategies, and for biocovers when used separately.

Table 5. Adoption ceiling.

Unit: Mt/yr methane abated

Median (50th percentile) 70

Unit: Mt/yr methane abated

Median (50th percentile) 70
Left Text Column Width
Achievable Adoption

The amount of methane that can be abated from landfills is highly uncertain due to the difficulty in quantifying where and how much methane is emitted and how much of those emissions can be abated. 

GCCS and methane capture strategies have an achievable adoption range of 5–35 Mt/yr of methane (Table 6a). These values are aligned with estimates from DeFabrizio et al. (2021) and Scharff et al. (2023) for landfill methane abatement. 

Biocovers have an achievable adoption range of 35–57 Mt/yr of methane (Table 6b). This value is aligned with estimates of biocover gas destruction efficiency from Duan et al. (2022) and Scheutz et al. (2014). 

The use of these methane abatement strategies would still release around 13–65 Mt/yr of methane into the atmosphere (IEA, 2025). The amount of methane abated from both GCCS and methane use/destruction strategies and biocovers will vary with what kind of waste reduction and organic diversion is used (which can increase or decrease depending on the amount of organics sent to landfills). 

We referenced CCAC (2024), U.S. EPA (2011), Fries (2020), Industrious Labs (2024b), Lee et al. (2017), and Sperling Hansen (2020) when looking at the achievable adoption for global landfill methane abatement. Several resources focused on landfills in Canada, Denmark, South Korea, and the United States. We based the adoption achievable for biocovers only on sources that include the percentage of gas capture (destruction) efficiency over landfill sites. We exclude studies that include the percentage of biogas oxidized because they focus on specific areas where biocovers were applied. It is important to note that biocovers do not capture methane – they destroy it through methane oxidation. In addition, biocovers’ gas capture efficiency will not reach its optimal rate until the bacteria establishes. It may take up to three months (Stern et al., 2007) for methane oxidation rates to stabilize, and – because environmental changes can impact the bacteria’s methane oxidation rate – the value presented here likely overestimates biocover methane abatement potential in practice. Stern et al. (2007) found that biocovers can be a methane sink and oxidation rates of 100% have been measured at landfills. 

Few studies have examined how methane abatement is affected when all strategies are combined. A single landfill’s total methane abatement would likely increase with each added strategy, the total methane abatement is not expected to be additive between the strategies. For example, If a GCCS system can capture a large portion of LFG methane, then adding a biocover to the same landfill will play a reduced role in methane abatement. The values presented do not consider which geographies are best suited for specific methane abatement strategies. Compared with reality, those values may appear generous. 

Long-term landfill methane abatement will be necessary to manage emissions from previously deposited organic waste. Strong regulations for waste management can encourage methane abatement strategies at landfills and/or reduce the amount of organics sent their way. The infrastructure for these methane abatement strategies can still be employed in geographies without strong regulations. Tables 6a and 6b show the statistical low and high achievable ranges for GCCS and methane use/destruction strategies and for biocovers (when used separately) based on different reported sources for adoption ceilings.

Table 6. Range of achievable adoption levels.

Unit: Mt/yr methane abated

Current adoption 1.60
Achievable – low 4.50
Achievable – high 34.78
Adoption ceiling 69.56

Unit: Mt/yr methane abated

Current adoption not determined
Achievable – low 35.13
Achievable – high 57.04
Adoption ceiling 69.56
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Landfill methane abatement has a high potential for climate impact. 

GCCS and methane capture strategies can significantly reduce landfill GHG emissions (Table 7a).

Biocovers can be a useful strategy for controlling LFG methane (Table 7b) because they can oxidize methane in areas where GCCS and methane use/destruction strategies are not applicable. In addition, this strategy can help destroy methane missed from GCCS and even remove methane from the atmosphere (Stern et al., 2007). The lower cost for installation and operation when compared to installing GCCS systems and increased applicability at landfills large and small are encouraging factors for broadening their use around the world. 

LDAR can help identify methane leaks,allowing for targeted abatement (Industrious Labs, 2024a). 

Research has not quantified how methane abatement is affected by combining these strategies. We anticipate that the total methane abatement would increase with each additional strategy, but we do not expect them to be additive. The general belief is that biocovers are useful for reducing methane emissions in areas where a GCCS cannot be installed and will also help to remove residual methane emissions from GCCS systems. If there is a large increase in waste diversion, the abatement potential could be 0.13–1.59 Gt CO₂‑eq/yr for landfill methane abatement (DeFabrizio et al, 2021; Duan et al., 2022). In this scenario there will also be reduced sources of revenue due to lower LFG methane production affecting the economics.

UNEP (2021) underscored the need for additional methane measures to stay aligned with 1.5 °C scenarios. Meeting these goals requires the implementation of landfill GCCS and biocovers as well as improved waste diversion strategies – such as composting or reducing food loss and waste – to reduce methane emissions. The amount of landfill methane available to abate will grow or shrink depending on the amount of organic waste sent to landfills. Previously deposited organic waste will still produce methane for many years and will still require methane abatement.

Table 7. Climate impact at different levels of adoption.

Unit: Gt CO₂‑eq/yr, 100-yr basis

Current adoption 0.04
Achievable – low 0.13
Achievable – high 0.97
Adoption ceiling 1.94

Unit: Gt CO₂‑eq/yr, 20-yr basis

Current adoption 0.13
Achievable – low 0.37
Achievable – high 2.82
Adoption ceiling 5.65

Unit: Gt CO₂‑eq/yr, 100-yr basis

Current adoption not determined
Achievable – low 0.98
Achievable – high 1.59
Adoption ceiling 1.94

Unit: Gt CO₂‑eq/yr, 20-yr basis

Current adoption not determined
Achievable – low 2.85
Achievable – high 4.63
Adoption ceiling 5.65
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Additional Benefits

Income and Work

Generating electricity from LFG can create local jobs in drilling, piping, design, construction, and operation of energy projects. In the United States, LFG energy projects can create 10–70 jobs per project (EPA, 2024b).

Health

Landfill emissions can contribute to health issues such as cancer, respiratory and neurological problems, low birth weight, and birth defects (Brender et al., 2011; Industrious Labs, 2024a; Siddiqua et al. 2022). By reducing harmful air pollutants, capturing landfill methane emissions minimizes the health risks associated with exposure to these toxic landfill compounds. Capturing LFG can reduce malodorous landfill emissions – pollutants such as ammonia and hydrogen sulfide – that impact human well-being (Cai et al., 2018).

Equality

Landfill management practices that reduce community exposure to air pollution have implications for environmental justice (Casey et al., 2021). A large review of waste sites in the United States and Europe found that landfills are disproportionately located near low-income communities and near neighborhoods with racially and ethnically marginalized populations (Marzutti et al., 2010). Reducing disproportionate exposures to air pollution from landfills may reduce poor health outcomes in surrounding communities (Brender et al., 2011).

Air Quality

Using LFG for energy in place of other non-renewable sources – such as coal or fuel oil – reduces emissions of air pollutants such as sulfur dioxide, nitrogen oxides, and particulate matter (EPA, 2024b; Siddiqua et al., 2022). Untreated LFG is also a source of volatile organic compounds (VOCs) in low concentrations. Capturing and burning LFG to generate electricity reduces the hazards of these air pollutants. Methane emissions can contribute to landfill fires, which pose risks to the health and safety of nearby communities by releasing black carbon and carbon monoxide (Global Climate & Health Alliance [GCHA], 2024). Reducing landfill fires by capturing methane can also help improve local air quality. Landfill methane emissions can contribute to ozone pollution, particularly when other non-methane ozone precursors are present (Olaguer, 2021). 

Risks

GCCS can be voluntarily implemented with sufficient methane generated by the landfill and favorable natural gas prices, but when natural gas prices are low, it makes less economic sense (IEA, 2021). There is also a risk of encouraging organics to be sent to landfills in order to maintain methane capture rates. Reducing the amount of waste made in the first place will allow us to better utilize our resources and for the organic waste that is created; it can be better served with waste diversion strategies such as composting or methane digesters. 

Without policy support, regulation, carbon pricing mechanism, or other economic incentives – biocover adoption may be limited by installation costs. Some tools (like the United Nations’ clean development mechanism) encourage global landfill methane abatement projects. There have been criticisms of this mechanism’s effectiveness for failing to support waste diversion practices and focusing solely on GCCS and incinerator strategies (Tangri, 2010). Collected LFG methane can be used to reduce GHG emissions for hard to abate sectors but continued reliance on methane for industries where it is easier to switch to clean alternatives could encourage new natural gas infrastructure to be built which risks becoming a stranded asset and locking infrastructure to emitting forms of energy (Auth & Kincer, 2022).

Interactions with Other Solutions

Reinforcing

Landfill management can have a reinforcing impact on other solutions that reduce the amount of methane released to the atmosphere. By using strategies like GCCS, methane destruction, and LDAR, the landfill waste sector can help demonstrate the effectiveness and economic case for abating methane. This would build momentum for widespread adoption of methane abatement because successes in this sector can be leveraged in others as well. For example, processes and tools for identifying methane leaks are useful beyond landfills; LDAR as a key strategy for identifying methane emissions can be applied and studied more widely.

Competing

Landfill management can have a competing impact with solutions that provide clean electricity. Capturing methane uses natural gas infrastructure and can reduce the cost of using methane and natural gas as a fuel source. As a result, it could prolong the use of fossil fuels and slow down the transition to clean electricity sources.

Reducing the release of landfill methane will mean that solutions which divert organic waste from landfills will be less effective relative to landfill disposal.

Dashboard

Solution Basics

Mt methane abated

t CO₂-eq (100-yr)/unit
2.79×10⁷
units/yr
Current 1.59 04.534.78
Achievable (Low to High)

Climate Impact

Gt CO₂-eq (100-yr)/yr
Current 0.04 0.130.97
US$ per t CO₂-eq
-6
Emergency Brake

CH₄, N₂O, BC

Solution Basics

Mt methane abated

t CO₂-eq (100-yr)/unit
2.79×10⁷
units/yr
Current Not Determined 035.1357.04
Achievable (Low to High)

Climate Impact

Gt CO₂-eq (100-yr)/yr
Current Not Determined 0.981.59
US$ per t CO₂-eq
0
Emergency Brake

CH₄, N₂O, BC

Trade-offs

Landfill management strategies outlined in this solution can help to reduce methane emissions that reach the atmosphere. However, the methane used as fuel or destroyed will still emit GHGs. Strategies to capture CO₂ emissions from methane use will be needed to avoid adding any GHG emissions to the atmosphere. Research on this topic takes global methane emissions from landfills in 2023, and assumes they were fully combusted and converted to CO₂ emissions.

Mt CO2–eq/yr
< 0.5
0.5–1
1–3
3–5
> 5

Annual emissions from solid waste disposal sites, 2024

Landfills release methane when organic material breaks down. Globally, municipal solid waste was responsible for about 70 Mt out of the 354 Mt of anthropogenic methane emissions in 2024. This methane contributed 18% of total anthropogenic methane emissions in 2024, and is equivalent to 1,941 Mt CO2-eq based on a 100-year time scale.

Raniga, K., (2024). Waste sector: Estimating CH4 emissions from solid waste disposal sites [Data set]. WattTime, Climate TRACE Emissions Inventory. Retrieved April 21, 2025 from Link to source: https://climatetrace.org

International Energy Agency. (2025). Global methane tracker 2025: Data tools. Link to source: https://www.iea.org/data-and-statistics/data-tools/methane-tracker

Mt CO2–eq/yr
< 0.5
0.5–1
1–3
3–5
> 5

Annual emissions from solid waste disposal sites, 2024

Landfills release methane when organic material breaks down. Globally, municipal solid waste was responsible for about 70 Mt out of the 354 Mt of anthropogenic methane emissions in 2024. This methane contributed 18% of total anthropogenic methane emissions in 2024, and is equivalent to 1,941 Mt CO2-eq based on a 100-year time scale.

Raniga, K., (2024). Waste sector: Estimating CH4 emissions from solid waste disposal sites [Data set]. WattTime, Climate TRACE Emissions Inventory. Retrieved April 21, 2025 from Link to source: https://climatetrace.org

International Energy Agency. (2025). Global methane tracker 2025: Data tools. Link to source: https://www.iea.org/data-and-statistics/data-tools/methane-tracker

Maps Introduction

Methane emissions from landfills can vary geographically (IPCC, 2006) since rates of organic matter decomposition and methane generation depend on climate. In practice, however, landfill management has a more significant impact on related emissions and is correlated with country income levels.  

Many high-income countries have landfills that are considered sanitary landfills (where waste is covered daily and isolated from the environment) and have high waste collection rates. Basic covers are placed on the landfills to reduce the risk of odor, scavenging, and wildlife accessing the waste, and regulations are in place to manage and capture LFG emissions. These landfills are better prepared to install GCCS and methane use/destruction infrastructure than are other landfills. 

For landfills in low- and middle-income countries, existing waste management practices and regulations vary widely. In countries such as the Dominican Republic, Guatemala, and Nigeria, waste may not be regularly collected; when it is, it is often placed in open landfills where waste lies uncovered, as documented by Ayandele et al. (2024d). This can harm the environment by attracting scavengers and pest animals to the landfill. When this occurs, methane is more easily released to the atmosphere or burned as waste. the latter process creates pollutants that impact the nearby environment and generate additional GHG emissions.

Overall, managing methane emissions from landfills can be improved everywhere. In high-income countries, stronger regulations can ensure the methane generated from landfills is captured with GCCS and used or destroyed. In low- and middle-income countries, regular waste collection and storage of waste in sanitary landfills need to be implemented first before GCCS technology can be installed. Biocovers can be used around the world but may have the most impact in low- and middle-income countries that lack the expertise or infrastructure to effectively use GCCS methane use or destruction strategies (Ayandele et al., 2024d).

Action Word
Improve
Solution Title
Landfill Management
Classification
Highly Recommended
Lawmakers and Policymakers
  • Set standards for landfill emissions and goals for reductions.
  • Improve LDAR and emissions estimates by setting industry standards and investing in public research.
  • Mandate early installation of landfill covers and/or GCCSs for new landfills; mandate immediate installation for existing landfills.
  • Set standards for landfill covers and GCCS.
  • Invest in infrastructure to support biogas production and utilization.
  • Regulate industry practices for timely maintenance, such as wellhead turning and equipment monitoring.
  • Set standards for methane destruction, such as high-efficiency flares.
  • Conduct or fund research to fill the literature gap on policy options for landfill methane.
  • Reduce public food waste and loss, invest in infrastructure to separate organic waste before reaching the landfill (see Reduce Food Loss and Waste, Increase Composting, and Deploy Methane Digesters solutions).

Further information:

Practitioners
  • Improve LDAR at landfills for surface and fugitive emissions.
  • Install landfill biocovers as well as GCCSs.
  • Invest in infrastructure to support biogas production and utilization.
  • Ensure timely maintenance, such as wellhead turning and equipment monitoring.
  • Improve methane destruction practices, such as using high-efficiency flares.
  • Set goals to reduce landfill methane emissions from operations and help set regional, national, international, and industry reduction goals.
  • Conduct, contribute to, or fund research on technical solutions (e.g., regional abatement strategies) and policy options for landfill methane.
  • Separate food and organic waste from non-organic waste to create separate disposal streams (see Reduce Food Loss & Waste, Increase Centralized Composting, and Deploy Methane Digesters solutions).

Further information:

Business Leaders
  • Contract with waste collection facilities that utilize methane reduction strategies such as landfill covers, GCCSs, and robust monitoring systems.
  • Require suppliers to meet standards for low-carbon waste management.
  • If your company participates in the voluntary carbon market, fund high-integrity projects that reduce landfill emissions.
  • Proactively collaborate with government and regulatory actors to support policies that abate landfill methane.
  • Reduce your company’s food waste and loss (see Reduce Food Loss & Waste, Increase Centralized Composting, and Deploy Methane Digesters solutions).

Further information:

Nonprofit Leaders
  • Contract with waste collection facilities that utilize methane reduction strategies such as landfill covers, GCCSs, and robust monitoring systems.
  • Assist with monitoring and estimating landfill emissions.
  • Help design policies and regulations that support landfill methane abatement.
  • Publish research on policy options for landfill methane abatement.
  • Join or support efforts such as the Global Methane Alliance.
  • Encourage policymakers to create ambitious targets and regulations.
  • Pressure landfill companies and operators to improve their practices.
  • Reduce your organization’s food waste and loss, separate organic waste from other forms, and compost organic waste (see Reduce Food Loss & Waste, Increase Centralized Composting, and Deploy Methane Digesters solutions).

Further information:

Investors
  • Contract with waste collection facilities that utilize methane reduction strategies such as landfill covers, GCCSs, and robust monitoring systems.
  • Invest in projects that abate landfill methane emissions.
  • Pressure and influence private landfill operators within investment portfolios to implement methane abatement strategies, noting that some strategies, such as selling captured methane, can be sources of revenue and add value for investors.
  • Pressure and influence other portfolio companies to incorporate waste management and landfill methane abatement into their operations and/or net-zero targets.
  • Provide capital for nascent or regional landfill methane abatement technologies and LDAR instruments.
  • Seek impact investment opportunities, such as sustainability-linked loans in entities that set landfill methane abatement targets.
  • Reduce your company’s food waste and loss, separate organic waste from other forms, and compost organic waste (see Reduce Food Loss & Waste, Increase Centralized Composting, and Deploy Methane Digesters solutions).

Further information:

Philanthropists and International Aid Agencies
  • Contract with waste collection facilities that utilize methane reduction strategies such as landfill covers, GCCSs, and robust monitoring systems.
  • Provide capital for methane monitoring, de-risking, and abatement in the early stages of implementing landfill methane reduction technologies.
  • Support global, national, and local policies that reduce landfill methane emissions.
  • Support accelerators or multilateral initiatives like the Global Methane Hub.
  • Explore opportunities to fund landfill methane abatement strategies such as landfill covers, GCCSs, proper methane destruction, monitoring technologies, and other equipment upgrades.
  • Advance awareness of the air quality, public health, and climate benefits of landfill methane abatement.
  • Reduce your organization’s food waste and loss, separate organic waste from other forms, and compost organic waste (see Reduce Food Loss & Waste, Increase Centralized Composting, and Deploy Methane Digesters solutions).

Further information:

Thought Leaders
  • If applicable, contract with waste collection facilities that utilize methane reduction strategies such as landfill covers, GCCSs, and robust monitoring systems.
  • Provide technical assistance (e.g., monitoring and reporting landfill emissions) to businesses, government agencies, and landfill operators working to reduce methane emissions.
  • Help design policies and regulations that support landfill methane abatement.
  • Educate the public on the urgent need to abate landfill methane.
  • Join or support joint efforts such as the Global Methane Alliance.
  • Advocate to policymakers for more ambitious targets and regulations for landfill emissions.
  • Pressure landfill operators to improve their practices.
  • Reduce your food waste and loss, separate organic waste from other forms, and compost organic waste (see Reduce Food Loss & Waste, Increase Centralized Composting, and Deploy Methane Digesters solutions).

Further information:

Technologists and Researchers
  • Develop new LDAR technologies that reduce cost and required capacity.
  • Develop new biocover technologies sensitive to regional supply chains and/or availability of materials.
  • Improve methane destruction practices to reduce CO₂ emissions.
  • Research and improve estimates of landfill methane emissions.
  • Create new mechanisms to reduce public food waste and loss, and separate organic waste from landfill waste (see Reduce Food Loss & Waste, Increase Centralized Composting, and Deploy Methane Digesters solutions).

Further information:

Communities, Households, and Individuals
  • If possible, contract with waste collection facilities that utilize methane reduction strategies such as landfill covers, GCCSs, and robust monitoring systems.
  • If harmful landfill management practices impact you, document your experiences.
  • Share documentation of harmful practices and/or other key messages with policymakers, the press, and the public.
  • Advocate to policymakers for more ambitious targets and regulations for landfill emissions.
  • Support public education efforts on the urgency and need to address landfill methane.
  • Reduce your food waste and loss, separate organic waste from other forms, and compost organic waste (see Reduce Food Loss & Waste, Increase Centralized Composting, and Deploy Methane Digesters solutions).

Further information:

Evidence Base

Consensus of effectiveness in abating landfill methane emissions: High

There is a high consensus that methane abatement technologies are effective; they can often be deployed cost effectively with an immediate mitigating effect on climate change. 

Though many strategies are universally agreed-upon as effective, waste management practices vary between countries from what we found in our research. China, India, and the United States are the three largest G20 generators of municipal solid waste, though much of the data used in our assessment are from Western countries (Zhang, 2020). Ocko et al. (2021) found that economically feasible methane abatement options (including waste diversion) could reduce 80% of landfill methane emissions from 2020 levels by 2030. Methane abatement can reduce methane emissions from existing organic waste – which Stone (2023) notes can continue for more than 30 years. 

Scharff et al. (2023) found capture efficiencies of 10–90% depending on the LFG strategy used. They compared passive methods, late control of the landfill life, and early gas capture at an active landfill. The U.S. EPA (Krause et al., 2023) found that 61% of methane generated by food waste – which breaks down relatively quickly – evades gas capture systems at landfills. This illustrates how early installation of these capture systems can greatly help reduce the total amount of methane emitted from landfills. The U.S. EPA findings also highlight the potential impact of diverting organic waste from landfills, preventing LFG from being generated in the first place. 

Ayandele et al. (2024c) found that the working face of a landfill can be a large source of LFG and suggest that timely landfill covers – biocover-style or otherwise – can reduce methane released; timing of abatement strategies is important. Daily and interim landfill covers can prevent methane escape before biocovers are installed. 

Biocovers have a reported gas destruction rate of 26–96% (U.S. EPA, 2011; Lee et al., 2017). They could offer a cost-effective way to manage any LFG that is either missed by GCCS systems or emitted in the later stages of the landfill when LFG production decreases and is no longer worth capturing and selling (Martin Charlton Communications, 2020; Nisbet et al., 2020; Sperling Hansen Associates, 2020). Biocovers can also be applied soon after organic waste is deposited at a landfill as daily or interim covers where it is not as practical to install GCCS infrastructure and gas production has not yet stabilized (Waste Today, 2019). Scarapelli et al. (2024) found in the landfills they studied that emissions from working faces are poorly monitored and 79% of the observed emissions originated from landfill work faces. Covering landfill waste with any type of landfill cover (biocover or not), will reduce the work face emissions. 

LDAR can reduce landfill methane emissions by helping to locate the largest methane leaks and so allowing for more targeted abatement strategies. LDAR can also help identify leaks in landfill covers or in the GCCS infrastructure (Industrious Labs, 2024a). 

The results presented in this document summarize findings from 24 reviews and meta-analyses and 26 original studies reflecting current evidence from six countries, Canada, China, Denmark, Mexico, South Korea, and the United States, and from sources examining global landfill methane emissions. We recognize this limited geographic scope creates bias, and hope this work inspires research and data sharing on this topic in underrepresented regions.

Appendix

The following figures provide examples of where methane can escape from landfills and where sources of emissions have been found. This shows the difficulty in identifying where methane emissions are coming from and the importance of well maintained infrastructure to ensure methane is being abated.

Figure A1. Sources of methane emissions at landfills. Source: Garland et al. (2023).

Image
Diagram of landfill components and emissions sources

Source: Garland E., Alves O., Frankiewicz T., & Ayandele E. (2023). Mitigating landfill methane. RMILink to source: https://rmi.org/wp-content/uploads/dlm_uploads/2023/06/landfill_monitoring_memo_series.pdf 

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Figure A2. Source of methane leaks at landfills. Source: Ayandele et al. (2024a).

Image
Pie chart

Source: Ayandele, E., Frankiewicz, T., & Garland, E. (2024a). Deploying advanced monitoring technologies at US landfills. RMI

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Deploy Offshore Wind Turbines

Sector
Electricity
Image
Image
Offshore wind turbines
Coming Soon
Off
Summary

Offshore wind turbines are ocean-based machines that harness natural wind to generate electricity. These turbines use the relatively strong winds over the water to rotate their blades, which power a generator to make electricity. The electricity travels through underwater cables to reach the land. There are two main types: fixed-bottom turbines, which are attached to the seabed in shallow waters (typically up to 60 meters deep), and floating turbines, which sit on platforms anchored in deeper waters. Offshore wind farms can produce more electricity than land-based wind farms because ocean winds are usually stronger and steadier than winds on land.

Deploying additional offshore wind turbines reduces CO₂ emissions by increasing the availability of renewable energy sources to meet electricity demand, therefore reducing dependence on fossil fuel-based sources in the overall electricity grid mix.

Description for Social and Search
Deploy Offshore Wind is a Highly Recommended climate solution. It offers immense clean energy potential but faces challenges of high costs and competing uses of the seas.
Overview

An estimated 23% of global GHG emissions (100-yr basis) comes from electricity generation (Clarke et al., 2022); in 2022, more than 60% of global electricity generation came from fossil fuel–based energy sources (International Energy Agency [IEA], 2024a).

Offshore wind turbines generate electricity by converting the energy from rotating turbine blades into electrical energy. The main components of offshore wind turbines include rotor blades, a tower to raise the rotor above the water, a nacelle hub that houses the generator and other key components, and a foundation that stabilizes the structure in the water. Offshore wind farms require additional infrastructure to transport generated energy through undersea cables to transformers and power substations before electricity can be supplied to consumers (Figure 1). To optimize performance, offshore turbines often use advanced control systems (e.g., yawpitch, and safety sensors).

Figure 1. Simplified schematic of an offshore wind power system, showing electricity flow from wind turbines through array cables, offshore and onshore substations, and transmission and distribution infrastructure to end users.

Image
Schematic diagram of an offshore wind power system.

Source: Ørsted (n.d.) 

Offshore wind turbines are often placed far from the coast to avoid causing noise pollution or taking up space on land. Foundations can be fixed to the seafloor (fixed-bottom) or floating depending on water depth and other characteristics, such as seabed topography and operational logistics (Afridi et al., 2024). Most offshore wind turbines operating in 2023 were fixed-bottom and limited to seafloor depths around 50 meters. Floating wind farms access wind resources over deeper waters, up to 1,000 meters (de La Beaumelle et al., 2023). 

Wind speeds over water are generally higher and more consistent than over land, which allows for more reliable and increased electricity generation. Potential power generated from offshore wind turbines is directly proportional to the swept area of the rotor blades and the wind speed cubed; a doubling of wind speed corresponds to an eightfold increase in power (U.S. Energy Information Administration [U.S. EIA], 2024). The maximum electrical power a turbine can generate is its capacity in MW. The average installed offshore wind turbine rating grew from 7.7 MW in 2022 to 9.7 MW in 2023 (McCoy et al., 2024), with the total global installed capacity reaching 75.2 gigawatts (GW) in 2023 (Global Wind Energy Council [GWEC], 2024).

The global weighted average capacity factor for offshore wind turbines has reached 41% (International Renewable Energy Agency [IRENA], 2024c) – an increase from 38% a decade earlier – driven by advancements in turbine efficiency, hub height, rotor diameter, and siting optimization. Our analysis assumed an offshore wind turbine capacity factor of 41% (IRENA, 2024c). Offshore wind capacity varies across regions due to differences in policy support, coastal geography, water depths, and infrastructure readiness. Electric power output can be converted to energy generated by multiplying capacity by the time interval and the capacity factor. For annual generation, we multiply by 8,760 hours for one year.

The main siting considerations for offshore wind farms are distance from shore and water depth, but energy output can also be impacted by atmospheric wind conditions as well as the configuration of turbines within a wind farm (de La Beaumelle et al., 2023; IRENA, 2024c). Protected areas are also excluded during siting.

Since wind is a clean and renewable resource, offshore wind turbines do not contribute to GHG emissions or air pollution while generating energy. There are emissions associated with the manufacturing and transportation of turbine components. For this assessment, we did not quantify emissions during the construction of offshore wind farms; these emissions can be addressed with industry-sector solution assessments. Increased deployment of offshore wind turbines contributes to reduced CO₂ emissions when it reduces the need for electricity generation from fossil fuels.

Adeyeye, K., Ijumba, N., & Colton, J. (2020). Exploring the environmental and economic impacts of wind energy: A cost-benefit perspective. International Journal of Sustainable Development and World Ecology27(8), 718–731. Link to source: https://doi.org/10.1080/13504509.2020.1768171 

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Credits

Lead Fellow

  • Michael Dioha, Ph.D.

Contributors

  • Ruthie Burrows, Ph.D.

  • Daniel Jasper

Internal Reviewers

  • James Gerber, Ph.D.

  • Megan Matthews, Ph.D.

  • Amanda Smith, Ph.D.

Effectiveness

Based on data provided by the IEA, global emissions from electricity generation accounted for an estimated 530 kg CO₂‑eq /MWh (540 kg CO₂‑eq /MWh, 20-yr basis). To convert from MWh to MW, we used the global weighted average capacity factor for offshore wind turbines of 41% (IRENA, 2024c). We estimated offshore wind turbines to reduce 1,900 t CO₂‑eq /MW (1,900 t CO₂‑eq /MW, 20-yr basis) of installed capacity annually (Table 1).

Table 1. Effectiveness at reducing emissions.

Unit: t CO₂‑eq /MW installed capacity/yr, 100-yr basis

Estimate 1900
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To estimate the effectiveness of offshore wind turbines, we assumed that electricity generated by newly installed offshore wind displaces an equivalent MWh of the global electricity grid mix. Then, the reduction in emissions from additional offshore wind capacity was equal to emissions (per MWh) from the 2023 global electricity grid mix as per the IEA World Energy Balances (IEA, 2024a). We then used the offshore wind capacity factor to convert to annual emissions per MW of installed capacity.

During operation, offshore wind turbines do not emit GHGs, so we assumed zero emissions per MW of installed capacity. However, emissions arise during the manufacturing of components, transportation, installation, maintenance, and decommissioning (Atilgan Turkmen & Germirli Babuna, 2024; Kaldellis & Apostolou, 2017; Mello et al., 2020; Yuan et al., 2023). Life-cycle analyses estimate that lifetime GHG emissions of offshore wind turbines are approximately 25.76 g CO₂‑eq /kWh of electricity generated (Yuan et al., 2023).

In our analysis, we focused solely on emissions produced during electricity generation, so carbon payback time and embodied life-cycle emissions were not included in our estimates of effectiveness or climate impacts. 

Cost

We estimated a mean levelized cost of electricity (LCOE) for offshore wind turbines of US$96/MWh based on three industry reports (IEA, 2024b; IRENA, 2024c; Nuclear Energy Agency & IEA, 2020). LCOE is a widely used metric that allows for cost comparison across generation technologies, incorporating installed capital costs, operation and maintenance, project lifespan, and energy output. Between 2010–2023, the global weighted average LCOE for offshore wind fell by 63%, from US$203/MWh to US$75/MWh, reflecting improvements in turbine size, supply chains, and regulatory support (IRENA, 2024c). 

Regional costs vary significantly. Denmark had the lowest LCOE in 2023 at US$48/MWh due to favorable siting conditions and grid cost exemptions. The UK and Germany achieved the largest LCOE reductions since 2010, of 73% and 67%, respectively (IRENA, 2024c). In contrast, recent U.S. estimates exceed US$120/MWh for unsubsidized projects (McCoy et al., 2024), reflecting higher labor costs, permitting challenges, and nascent supply chains. Lazard (2023) reports a broad range of US$72–140/MWh, emphasizing how siting, project size, and technology selection influence cost outcomes.

These values mask substantial variability and project-specific risk factors. LCOEs are highly sensitive to financing terms, interest rates, permitting delays, regional grid integration requirements, and the availability of local supply chains. For context, offshore wind costs are increasingly competitive with fossil fuel–based power generation, which ranges between US$70–176/MWh (IRENA, 2024c). Offshore wind gigawatt-scale potential near load centers makes it a good potential option for decarbonizing coastal grids.

Methods and Supporting Data

Methods and Supporting Data

Learning Curve

Offshore wind turbines exhibit a clear learning curve, with costs declining as deployment scales and the technology matures. Learning rates for offshore wind could vary from 7.2–43%, depending on the type of costs considered, study period, technological advancements, and regional conditions. Most of the cost decline is driven by reductions in capital expenditure, particularly from larger turbines, improved manufacturing, streamlined installation, and economies of scale.

According to IRENA (2024c), the global weighted-average installed cost of offshore wind between 2010–2023 reflects a learning rate of 14.2%. Modeling by the U.S. National Renewable Energy Laboratory (NREL) estimates capital cost reductions per doubling of installed capacity at 8.8% for fixed-bottom turbines and 11.5% for floating turbines (Shields et al., 2022). European forecasts suggest that ongoing innovation and learning by doing could reduce offshore wind’s LCOE by up to 25% by 2030 relative to 2020, with learning rates of 6–12% (TNO & BLIX, 2021).

Earlier meta-analyses found offshore wind learning rates of 5–19% between 1985–2001, driven by improved turbine design and installation methods (Rubin et al., 2015). More recent assessments focused on 2010–2016 suggest capital cost learning rates of 10–12% (Beiter et al., 2021). Looking ahead, global experts project cost reductions of 37–49% by 2050 due to continued technological progress (Wiser et al., 2021).

Learning rates also vary by geography. Mature markets like Europe benefit from robust supply chains and permitting frameworks, leading to faster cost declines. On the other hand, emerging markets face higher initial costs and slower learning trajectories. We estimated a 15.8% median global learning rate for offshore wind, implying a 15.8% reduction in LCOE for each doubling of installed capacity (Table 2).

Table 2. Learning rate: drop in cost per doubling of the installed solution base.

Unit: %

25th percentile 11.9
Mean 15.8
Median (50th percentile) 15.8
75th percentile 19.6
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Speed of Action

Speed of action refers to how quickly a climate solution physically affects the atmosphere after it is deployed. This is different from speed of deployment, which is the pace at which solutions are adopted.

At Project Drawdown, we define the speed of action for each climate solution as emergency brake, gradual, or delayed.

Deploy Offshore Wind Turbines is a GRADUAL climate solution. It has a steady, linear impact on the atmosphere. The cumulative effect over time builds as a straight line.

Caveats

One limitation of our approach is the assumption that each additional MWh generated by offshore wind turbines displaces an equivalent MWh of the existing grid mix. This simplification implies that new offshore wind may, at times, displace other renewables such as onshore wind, rather than fossil-based sources. In reality, the extent of avoided emissions varies based on regional grid dynamics, marginal generation sources, and the timing and location of electricity production. This approach could be refined in the future, as emerging evidence suggests that in some cases, wind generation tends to displace a larger share of fossil-fuel output than assumed in average grid-mix methods (e.g., Millstein et al., 2024). While offshore wind avoids many of the land-use constraints associated with onshore wind, it introduces unique challenges that may limit scaling. These include high up-front capital costs, limited port infrastructure, specialized vessels, and supply-chain constraints for large components such as floating platforms and subsea cables. There is also growing competition for ocean space from fisheries, marine conservation zones, and shipping corridors (IEA, 2019).

Like all large-scale infrastructure, offshore wind systems face some risk of early retirement or component failure, which can affect their life-cycle emissions. However, because offshore wind turbines produce zero emissions during operation, any electricity they generate displaces fossil-based power and avoids associated emissions. These benefits are not reversed if a turbine is decommissioned early. Most offshore wind turbines operate for 25–30 years, with newer designs expected to exceed this lifespan (Bills, 2021; IEA, 2019). The bulk of their life-cycle emissions are front-loaded, arising from manufacturing, transportation, and installation. As a result, early retirement reduces the amount of clean electricity generated over the turbine’s lifetime, but it does not erase the emissions already avoided during its operation.

Current Adoption

As of 2023, the global installed capacity for offshore wind energy reached approximately 73,000 MW (Table 3; IRENA, 2024b). Although we used 2023 as our baseline for current adoption, in 2024 an additional 10,000 MW of offshore wind capacity was installed, bringing the global total to over 83,000 MW (GWEC, 2025).

Table 3. Current adoption level, 2023.

Unit: MW installed capacity

Total 73,000
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China currently leads in offshore wind deployment, accounting for more than 40 GW, or over half of the global installed capacity. Adoption remains negligible in many countries with several regions – particularly in Africa, Latin America, and parts of Southeast Asia – reporting minimal or no offshore wind installations to date, despite their huge potential (GWEC, 2025). For example, the United States, despite its vast technical potential, had installed only 41 MW by 2023 (IRENA, 2024b).

The global offshore wind market has gained significant momentum in recent years. A record number of new installations occurred in 2021, with continued but slower growth in 2022 and 2023. The most active markets remain concentrated in Asia and Europe, with China, the United Kingdom, Germany, and the Netherlands leading in cumulative capacity. The European Union collectively reached 18.1 GW by 2023 (IRENA, 2024b), driven by favorable policy environments and advanced maritime infrastructure (IRENA, 2024a).

Adoption Trend

Global offshore wind capacity has grown rapidly, expanding from less than 1 GW in 2000 to about 73 GW by 2023 (Figure 2), reflecting technological progress, supportive policies, and accelerating investment. 

Figure 2. Global offshore wind turbine installed capacity, 2000–2023. Global offshore wind capacity expanded from less than 1 GW in 2000 to about 73 GW by 2023, reflecting rapid technological progress, supportive policies, and accelerating investment in clean energy.

International Renewable Energy Agency. (2024). Renewable capacity statistics 2024. https://www.irena.org/-/media/Files/IRENA/Agency/Publication/2024/Mar/IRENA_RE_Capacity_Statistics_2024.pdf

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We calculated global adoption for each year 2013–2023 and took the year-to-year difference. The adoption trend of offshore wind energy from 2013–2023 reveals a rapid and accelerating growth trajectory with significant regional disparities. Globally, installed capacity expanded from 7,200 MW in 2013 to 73,000 MW in 2023, reflecting a 10-fold increase over the decade. The most dramatic acceleration occurred in 2020–2021, when global capacity jumped from 34,000 MW to 54,000 MW. Comparing year-to-year global adoption, the mean global adoption trend was adding approximately 6,000 MW of installed capacity per year (Table 4), but expansion was unevenly distributed geographically. 

Table 4. Adoption trend, 2013–2023.

Unit: MW installed capacity/yr

25th percentile 3,000
Mean 6,000
Median (50th percentile) 5,000
75th percentile 7,000
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Regionally, Asia demonstrated the most remarkable growth. This growth was particularly pronounced in 2020–2021, when capacity soared from 9,400 MW to 28,000 MW, largely driven by China’s rapid deployment. Meanwhile, Europe also experienced steady growth, with installed capacity increasing from 8,000 MW in 2014 to 33,000 MW in 2023. In contrast, North America lags behind, with only 41 MW of installed capacity recorded as of 2023, indicating slow current adoption trends. The slow adoption of offshore wind technology in North America may be attributed to various factors, including regulatory and social barriers as well as high interest rates (McCoy et al., 2024). 

Looking ahead, according to forecasts from the World Forum Offshore Wind (WFO, 2024), global offshore wind capacity is anticipated to reach 414 GW by 2032. The GWEC projects more than 350 GW of new offshore wind capacity in 2025–2034, with annual additions surpassing 30 GW by 2030 and 50 GW by 2033, bringing total capacity to about 441 GW by 2034 (GWEC, 2025).

Adoption Ceiling

The adoption ceiling for offshore wind turbines (Table 5) is determined by the technology’s global technical potential, representing the theoretical maximum deployment based on physical resource availability. Offshore wind benefits from vast oceanic areas with higher and more consistent wind speeds than onshore sites. However, its realizable potential is shaped by factors such as water depth, distance to shore, seabed conditions, regional wind patterns, and technological limitations.

Table 5. Adoption ceiling: upper limit for adoption level.

Unit: MW installed capacity

25th percentile 58,000,000
Mean 62,000,000
Median (50th percentile) 62,000,000
75th percentile 67,000,000
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Estimates of offshore wind’s technical potential vary widely. A meta-analysis by de La Beaumelle et al. (2023) found values of 4.17–626 petawatt-hours (PWh)/year, with a median of 193 PWh/year. The World Bank’s Energy Sector Management Assistance Program (ESMAP) analysis (2019; n.d.) suggests over 71,000 GW of global offshore wind potential, with more than 70% located in deep waters suitable only for floating turbines. Roughly 25% of this resource lies within low- and middle-income countries, offering major opportunities for clean energy expansion.

Technical potential is typically calculated using wind speed maps, turbine power curves, and water depth data. For example, the ESMAP-IFC 2019 study identified 3.1 terawatts (TW) of potential across eight emerging markets using global wind and ocean depth data (ESMAP, 2019). These figures, however, do not reflect constraints such as economics, regulation, infrastructure, or marine uses that would compete with offshore wind (ESMAP, 2019). Challenges like ecological impact, permitting, and grid integration could significantly reduce practical deployment.

Despite these hurdles, offshore wind’s potential remains vast. For this analysis, we defined the adoption ceiling using installable capacity rather than generation output to avoid forecasting uncertainty. Based on the literature, we estimated an adoption ceiling of 62,000,000 MW. The scaling of floating wind turbines, especially in deep waters, will be critical to unlocking this resource, and will require continued innovation and policy support (Tumse et al., 2024).

Achievable Adoption

The IEA’s World Energy Outlook (WEO) 2024 includes several key scenarios that explore different energy futures based on varying levels of policy intervention, technological development, and market dynamics. We define the adoption achievable range for offshore wind turbines based on the Stated Policies Scenario (STEPS) and Announced Pledges Scenario (APS) (IEA, 2024b).

Achievable – Low

The low achievable adoption level is based on STEPS, which captured the current trajectory for increased adoption of offshore wind energy as well as future projections based on existing and announced policies. Under this scenario, offshore wind capacity is projected to increase more than 13-fold from 73,000 MW to 1,000,000 MW by 2050 (Table 6). This corresponds to an average compound annual growth rate (CAGR) of 10.2%.

Table 6. Range of achievable adoption levels.

Unit: MW installed capacity

Current adoption 73,000
Achievable – low 1,000,000
Achievable – high 1,600,000
Adoption ceiling 62,000,000
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Achievable – High

The high achievable adoption level is based on APS, which assumes the same policy framework as STEPS, plus full realization of announced national energy and climate targets – including net-zero commitments supported by stronger clean energy investments. Under this scenario, offshore wind capacity is projected to increase by a magnitude of approximately 22, from 73,000 MW to 1,600,000 MW by 2050 (Table 6). This would require a CAGR of roughly 12.1% over the same period.

Using our adoption ceiling of 62 million MW, the current adoption of offshore wind turbines constitutes approximately 0.1% of its technical potential. The achievable adoption range, as calculated, is 1.6–2.6% of this potential.

Using baseline global adoption and effectiveness, we estimated the current total climate impact of offshore wind turbines to be approximately 0.14 Gt CO₂‑eq (0.14 Gt CO₂‑eq , 20-yr basis) of reduced emissions per year (Table 7). We estimated future climate impacts using the emissions from the 2023 baseline electricity grid. Actual emissions reductions could differ depending on how the emissions intensity of electricity generation changes over time. Assuming global policies on offshore wind power – both existing and announced – are backed with adequate implementation provisions, global adoption could reach 1 million MW by 2050. This would result in an increased emissions reduction of approximately 1.9 Gt CO₂‑eq per year. If every nation’s energy and climate targets (including net-zero commitments backed by stronger clean energy investments) are realized, offshore wind adoption could reach 1.6 million MW by 2050. This would lead to an estimated 3.0 Gt CO₂‑eq of reduced emissions per year. 

Table 7. Annual climate impact at different levels of adoption.

Unit: Gt CO₂‑eq , 100-yr basis

Current adoption 0.14
Achievable – low 1.9
Achievable – high 3.0
Adoption ceiling 120
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We based the adoption ceiling solely on the technical potential and wind resources, while neglecting social and economic constraints and realistic scenarios of future power demand (Dioha et al, 2025). Offshore wind turbine installed capacity is unlikely to reach 62 million MW, but if current grid emissions remained constant while capacity increased, GHG emission reductions would be approximately 120 Gt CO₂‑eq/yr. This maximum is unrealistic as a forward-looking climate impact because it treats grid carbon intensity as permanently fixed at 2023 levels and ignores future decarbonization and corresponding decreases in marginal avoided emissions.

Additional Benefits

Income and Work

Wind power has a strong positive impact on the economy. Wind energy projects have been shown to increase total income and employment in high-income and low- and middle-income countries, although the costs of new projects may be higher in emerging markets until the market develops (Adeyeye et al., 2020; GWEC & Global Wind Organization, 2021; World Bank Group, 2021). As the offshore wind sector expands, so will the demand for workers. A report from NREL estimated that U.S. offshore wind projects between 2024–2030 will require an annual average of 15,000–58,000 full-time workers (Stefek et al., 2022). In California, planned and proposed offshore wind farms would add about 5,750 jobs and US$15 billion in wages and further contribute to the local economy by generating tax revenue (E2, 2023). Offshore wind could also strengthen energy security by diversifying the power mix and reducing dependence on imported fuels.

Health

Reduction in air pollution directly translates into health benefits and avoided premature mortality. Simulations of offshore wind projects in China estimate that reductions in air pollution could prevent about 165,000 premature deaths each year (Ren et al., 2025). Proposed offshore wind farms on the Atlantic and Gulf coasts of the United States could prevent about 2,100 premature deaths annually and save money in health benefits from improved air quality (Buonocore et al., 2016; Shawhan et al., 2024). Because these offshore wind projects would lessen demand for natural gas and coal-powered electricity generation, populated communities downwind from power plants along the East Coast of the United States – such as New York City – would experience health benefits from improved air quality (Shawhan et al., 2024). Although the economic benefits of improved health associated with wind power have already increased rapidly from US$2 billion in 2014 to US$16 billion in 2022, these benefits could be maximized by replacing fossil fuel power plants in regions with higher health damages (Qiu et al., 2022). 

Nature Protection

While there are some risks through increased ship traffic and noise and light pollution, offshore wind may provide some benefits to fish and marine life (National Oceanic and Atmospheric Administration, n.d.; Galparsoro et al., 2022; World Economic Forum, 2025). Once constructed, offshore wind farms can serve as an artificial reef, providing new habitats in the submerged portion of the turbine (Degraer et al., 2020). When these habitats are colonized by marine organisms, this increases availability of food such as zooplankton and algae, which can increase the abundance of small fish nearby (Wilhelmsson et al., 2006).

Air Quality

Offshore wind energy reduces air pollutants released from fossil fuels, thereby reducing the emissions associated with burning coal and natural gas. A recent analysis of 32 planned or proposed offshore wind farms along the U.S. Atlantic and Gulf coasts estimated these projects could reduce emissions of nitrogen oxides by 4%, sulfur dioxide by 5%, and PM 2.5 by 6% (Shawhan et al., 2024). Modeling analyses of offshore wind in China estimate these projects could reduce about 3% of air pollution from electricity by lowering emissions from coal-powered electricity generation (Ren et al., 2025).

Risks

Implementing offshore wind energy involves several risks. Technically, offshore projects face harsh marine environments that can affect long-term reliability and increase maintenance costs (IRENA, 2024a). These risks can be reduced through advanced materials, corrosion‑resistant designs, predictive maintenance systems, and improved installation practices that extend turbine lifespans and reduce downtime. High capital costs and regulatory uncertainty remain among the most significant barriers, especially in emerging markets where financing, insurance, and investor confidence are limited (ESMAP, 2019). Addressing these challenges often requires stable policy frameworks, innovative financing mechanisms such as Contracts for Difference (CFDs) and blended finance, and public‑private partnerships to de‑risk investments and attract private capital. 

There are also ecological risks associated with offshore wind farms, which can disrupt marine habitats, impact migratory birds and marine mammals, and cause seabed disturbances during installation (Galparsoro et al., 2022). Mitigation strategies such as adaptive siting, seasonal construction limits, and biodiversity offsets are increasingly used to minimize these impacts. Social resistance can arise from local communities due to factors such as visual impact, place attachment, perceived lack of benefits, and competing uses of marine space, such as fisheries and shipping lanes (Gonyo et al., 2021; Haggett, 2011).

Interactions with Other Solutions

Reinforcing

Increased availability of renewable energy from offshore wind turbines helps reduce emissions from the electricity grid as a whole. Reduced emissions from the electricity grid lead to lower downstream emissions for these solutions that rely on electricity use. Deploying offshore wind turbines also supports increased integration of solar photovoltaic technology by diversifying the renewable energy mix and reducing overreliance on solar variability.

Electrification of transportation systems will be more beneficial in reducing global emissions if the underlying grid includes a higher proportion of non-emitting power sources. Electric transportation systems can also reduce curtailment of wind energy through controlled-time charging and other load-shifting technologies.

Competing

Offshore wind could compete for policy attention, funding, and coastal land with other renewables, potentially slowing their deployment. Implementing or deploying offshore wind turbines requires dedicated coastal land or ocean area use which limits conservation programs and raw material and food production. Offshore wind turbines are large structures that could shade photosynthetic organisms and potentially disrupt coastal and marine ecosystems during installation.

Offshore wind turbines are large structures that could shade photosynthetic organisms and potentially disrupt coastal and marine ecosystems. Fixed-bottom offshore turbines also require infrastructure that could damage bottom sediments and habitats during installation.

Dashboard

Solution Basics

MW installed capacity

t CO₂-eq (100-yr)/unit/yr
1,900
units
Current 73,000 01.0×10⁶1.6×10⁶
Achievable (Low to High)

Climate Impact

Gt CO₂-eq (100-yr)/yr
Current 0.14 1.93.04
Gradual

CO₂ , CH₄, N₂O, BC

Trade-offs

Offshore wind turbines do not emit GHGs during operation, but they are associated with embodied emissions from manufacturing, transport, and installation (Yuan et al., 2023). The Intergovernmental Panel on Climate Change (IPCC) life-cycle assessment estimates indicate that offshore wind energy produces about 8–35 g CO₂‑eq /kWh, compared to about 400–1,000 g CO₂ --eq/kWh for fossil-based electricity generators (Schlömer et al., 2014).

Increasing steel and concrete demand for turbine construction may cause indirect emissions in the industrial sector. These trade‑offs can be mitigated through circular economy approaches such as recycling and repurposing turbine components to cut material demand and emissions. Despite these trade-offs, the emissions saved over a turbine’s 25- to 30-year lifetime greatly exceed the upfront emissions.

Fixed
Floating

Technical potential for offshore wind

Highlighted areas are suitable for offshore wind development for fixed turbines (those fixed to the seafloor, typically in waters less than 50 meters deep) and floating turbines (those anchored on platforms in waters less than 1,000 meters deep).

Energy Sector Management Assistant Program & The World Bank Group (2021). Global offshore wind technical potential (version 3) [Data set]. The World Bank Group. Link to source: https://datacatalog.worldbank.org/search/dataset/0037787 

Fixed
Floating

Technical potential for offshore wind

Highlighted areas are suitable for offshore wind development for fixed turbines (those fixed to the seafloor, typically in waters less than 50 meters deep) and floating turbines (those anchored on platforms in waters less than 1,000 meters deep).

Energy Sector Management Assistant Program & The World Bank Group (2021). Global offshore wind technical potential (version 3) [Data set]. The World Bank Group. Link to source: https://datacatalog.worldbank.org/search/dataset/0037787 

Maps Introduction

Offshore wind energy is most promising in coastal regions with high wind resources and the physical and regulatory capacity to support utility-scale deployment. It is particularly valuable for countries with limited land availability or high coastal population density, offering a scalable and increasingly cost-effective pathway toward decarbonization. Offshore wind’s effectiveness is underpinned by its strong technical fundamentals, especially its relatively high capacity factor.

We estimated global offshore wind technical potential at around 62,000,000 MW. Notably, more than 70% of the technical potential lies in waters deeper than 50 meters. As of 2023, global installed offshore wind capacity had reached 73 GW, a nearly 20-fold increase since 2010. Europe and Asia account for nearly equal shares of current capacity. Europe remains a global leader with around 30 GW, led by the United Kingdom, Germany, Denmark, and Netherlands. 

In Asia, China dominates the offshore wind space, with more than 30 GW installed and annual additions of nearly 17 GW in 2021 alone. Japan has set targets of 10 GW by 2030 and 30–45 GW by 2040, while South Korea aims for 14.3 GW by 2030 (IRENA, 2024a). The United States has vast offshore wind potential, with NREL estimating 1,476 GW for fixed‑bottom and 2,773 GW for floating installations (Lopez et al., 2022). The United States is beginning to scale up offshore wind through policy support from the Inflation Reduction Act, and large-scale projects are now under development along the East Coast. As of May 31, 2024, the country had 174 MW of offshore wind capacity installed (McCoy et al., 2024). While this installed capacity remains modest compared to Europe or China, it represents an initial step in building the domestic industry. Importantly, the U.S. offshore wind project development and operational pipeline exceeds 80,000 MW, highlighting the scale of development expected in the coming decade. Canada, with 9.3 TW of technical potential (7.2 TW of which is suitable for floating wind), has begun leasing processes in Nova Scotia targeting 5 GW by 2030 and integrating offshore wind into its green hydrogen strategy, while Australia’s Victoria state aims for 9 GW by 2040 (IRENA, 2024a).

Several emerging markets represent strong opportunities for future deployment. Brazil has more than 1,200 GW of estimated technical potential and is currently developing a national framework for offshore wind licensing. India plans to reach 37 GW by 2030, with auctions for 7.2 GW already scheduled (IRENA, 2024a). Other countries such as Vietnam and South Africa are beginning to position themselves as offshore wind markets (IRENA, 2024a).

Action Word
Deploy
Solution Title
Offshore Wind Turbines
Classification
Highly Recommended
Lawmakers and Policymakers
  • Integrate perspectives from key stakeholders into the decision-making process, including fisherfolk, coastal communities, port authorities, and other groups impacted by offshore wind development.
  • Simplify and standardize offshore environmental licensing and marine spatial planning to accelerate project approvals while preserving biodiversity safeguards.
  • Offer subsidies, grants, low-interest loans, preferential tax policies, and other incentives for developing and operating offshore wind farms and specialized port infrastructures.
  • Develop regulations, standards, and codes to ensure quality equipment production and operation – ideally, before development and adoption to prevent accidents.
  • Prioritize expansion of high-voltage subsea and coastal transmission infrastructure.
  • Offer equipment testing and certification systems, market information disclosures, and assistance with onsite supervision.
  • Set quotas for power companies and offer expedited permitting processes for renewable energy production, including offshore wind.
  • Set adjustments for wind power on-grid pricing through mechanisms such as feed-in tariffs, renewable energy auctions, or other guaranteed pricing methods for wind energy.
  • Provide financing for research and development to improve the performance of wind turbines, wind forecasting, and other related technology.
  • Mandate onsite wind power forecasting and set standards for data integrity.
  • Create training programs for engineers, operators, and other personnel.
  • Coordinate voluntary agreements with industry to increase offshore wind capacity and power generation.
  • Initiate public awareness campaigns focusing on wind turbine functionality, benefits, and any public concerns.
  • Implement carbon taxes and use funds to de-risk offshore investments.
Practitioners
  • Work with external organizations to enter new markets and identify challenges early in development.
  • Plan integrated offshore logistics to anticipate specialized vessel needs and port upgrades.
  • Engage in marine spatial planning and cross-sector stakeholder dialogues to remove conflicts.
  • Investigate community-led or cooperative offshore business models to improve local acceptance.
  • Partner with academic institutions, technical institutions, vocational programs, and other external organizations to provide workforce development programs.
  • Focus research and development efforts on increasing the productivity and efficiency of turbines, improving offshore design, and supporting technology such as wind forecasting.
  • Utilize and integrate materials and designs that enhance recyclability and foster circular supply chains.
  • Participate in voluntary agreements with government bodies to increase policy support for onshore wind capacity and power generation.
  • Support and participate in public awareness campaigns focusing on wind turbine functionality, benefits, and any public concerns.
  • Stay abreast of changing policies, regulations, zoning laws, tax incentives, and other related developments.
Business Leaders
  • Enter into Purchase Power Agreements (PPAs).
  • Purchase high-integrity Renewable Energy Certificates (RECs).
  • Invest in companies that provide offshore wind energy, transmission assets, shared port facilities, component manufacturers, or related technology, such as forecasting.
  • Initiate or join voluntary agreements with national or international bodies and support industry collaboration.
  • Develop workforce partnerships, offer employee scholarships, or sponsor training for careers in offshore wind or related professions such as marine engineering.
  • Support long-term, stable contracts (e.g., power purchase agreements or CFDs) that de-risk investment in floating offshore wind foundation technologies, encouraging their development and deployment.
  • Support community engagement initiatives in areas where you do business to educate and highlight the local economic benefits of offshore wind.
Nonprofit Leaders
  • Advocate for favorable policies and incentives for offshore wind energy development, such as financing, preferential tax policies, guaranteed pricing methods, quotas, community engagement, and comanagement models.
  • Advocate for fair and transparent benefit-sharing with coastal communities affected by offshore wind.
  • Help conduct proactive land use planning to avoid infrastructure or development projects that might interfere with protected areas, biodiversity, cultural heritage, or traditional marine uses.
  • Propose or help develop regulations, standards, and codes to ensure quality equipment production and operation.
  • Conduct open-access research to improve the performance of wind turbines, wind forecasting, and other related technology.
  • Operate or assist with equipment testing and certification systems, market information disclosures, and onsite supervision.
  • Create or assist with training programs for engineers, operators, and other personnel.
  • Coordinate voluntary agreements between governments and industry to increase offshore wind capacity and power generation.
  • Initiate public awareness campaigns focusing on wind turbine functionality, benefits, and any public concerns. 
Investors
  • Invest in the development of offshore wind farms.
  • Invest in exchange-traded funds (ETFs) and environmental, social, and governance (ESG) funds that hold offshore wind companies in their portfolios.
  • Consider offering flexible and low-interest loans for developing and operating offshore wind farms.
  • Invest in supporting infrastructure such as utility companies, grid development, and access roads.
  • Invest in component technology and related science, such as wind forecasting.
  • Help develop insurance products tailored to marine risks and early-stage offshore projects.
  • Invest in green bonds for companies developing offshore wind energy or supporting infrastructure.
  • Align investments with existing public-private partnerships, voluntary agreements, or voluntary guidance that might apply in the location of the investment (including those that apply to biodiversity).
Philanthropists and International Aid Agencies
  • Provide catalytic financing for or help develop offshore wind farms.
  • Award grants to improve supporting infrastructure such as utility companies, grid development, and access roads.
  • Support the development of component technology and related science, such as wind forecasting.
  • Fund updates to high-resolution marine wind atlases and oceanographic data systems.
  • Foster cooperation between low- and middle-income countries for floating wind and deepwater innovation in emerging economies.
  • Advocate for favorable policies and incentives for offshore wind energy development, such as financing, preferential tax policies, guaranteed pricing methods, and quotas.
  • Propose, build capacity for, or help develop regulations, standards, and codes for marine permitting, offshore market design, equipment production, and operation.
  • Initiate public awareness campaigns focusing on wind turbine functionality, benefits, and any public concerns.
  • Facilitate partnerships to share wind turbine technology and best practices between established and emerging markets, promoting energy equity and access.
Thought Leaders
  • Advocate for favorable policies and incentives for offshore wind energy development, such as financing, preferential tax policies, guaranteed pricing methods, and quotas.
  • Propose or help develop regulations, standards, and codes to ensure quality equipment production and operation.
  • Conduct research to improve the performance of wind turbines, wind forecasting, and other related technology.
  • Initiate public awareness campaigns focusing on how wind turbines function, benefits, and why they are necessary, addressing any public concerns.
  • Advocate for community engagement, respect for Indigenous rights, and preservation of cultural heritage and traditional ways of life to be included in wind power expansion efforts.
Technologists and Researchers
  • Improve the productivity and efficiency of wind turbines.
  • Improve battery capacity for electricity storage.
  • Develop more accurate, timely, and cost-effective means of offshore wind forecasting.
  • Engineer new or improved means of manufacturing towers and components – ideally with locally sourced materials.
  • Enhance design features such as wake steering, bladeless wind power, and quiet wind turbines.
  • Optimize power output, efficiency, and deployment for vertical-axis turbines.
  • Refine methods for retaining power for low-speed winds.
  • Research and develop optimal ways offshore wind can provide habitats for marine species and reduce negative impacts on biodiversity; research total impact of offshore wind on local ecosystems.
  • Develop strategies to minimize the impact of the noise of offshore wind turbines, both under and above water.
  • Develop more accurate forecasting models for the performance of fixed-base and floating offshore wind turbines.
  • Improve the aero-servo-elasticity of floating offshore wind turbines to accommodate more advanced components.
  • Improve existing – or develop new – materials and designs that can withstand marine environments.
  • Help develop designs and operational protocols to facilitate installation, minimize maintenance, improve safety, and reduce overall costs.
  • Develop materials and designs that facilitate recycling and circulate supply chains.
  • Innovate grid connections and transmission infrastructure for offshore and deep-sea wind farms.
  • Improve smart grid connections to manage integrating offshore wind farms.
Communities, Households, and Individuals
  • Purchase high-integrity RECs, which track ownership of renewable energy generation.
  • If your utility company offers transparent green pricing, which charges a premium to cover the extra cost of renewable energy, opt into it if possible.
  • Conduct research on the benefits and development of wind energy and share the information with your friends, family, and networks.
  • Stay informed about wind development projects that impact your community and support them when possible.
  • Support the development of community wind cooperatives or shared ownership structures that allow local communities to directly benefit from offshore wind projects.
  • Participate in public consultations, licensing hearings, and awareness campaigns focused on offshore wind projects.
  • Advocate for favorable policies and incentives for offshore wind energy development, such as financing, preferential tax policies, guaranteed pricing methods, and quotas.
Sources
Evidence Base

Consensus of effectiveness in reducing GHG emissions: High

The scientific literature on offshore wind turbines reflects high consensus regarding their potential to significantly contribute to reducing GHG emissions and supporting the transition to sustainable energy. Technological advancements, decreasing costs, and increasing efficiency have positioned offshore wind as a key player in achieving global climate targets (Jansen et al., 2020; Letcher, 2023). 

Offshore wind turbines reduce GHG emissions by displacing fossil fuel-based electricity generation, thus avoiding the release of CO₂ and other climate pollutants (Akhtar et al., 2024; Nagababu et al., 2023; Shawhan et al., 2025). The strong and consistent wind speeds found over ocean surfaces make offshore turbines especially efficient, with relatively high-capacity factors and increasingly competitive costs (Akhtar et al., 2021; Bosch et al., 2018; Zhou et al., 2022).

The technical potential of offshore wind refers to the maximum electricity generation achievable using available wind resources, constrained only by physical and technological factors. Scientific reviews highlight the significant technical potential of offshore wind to meet global electricity demand many times over, particularly through expansion in deep waters using floating technologies (de La Beaumelle et al., 2023). The World Bank estimates the global technical potential for fixed and floating offshore wind at approximately 71,000 GW globally using current technology (ESMAP, n.d.). With just 83 GW installed so far (GWEC, 2025), this indicates that offshore wind’s potential remains largely untapped. 

The IPCC also sees offshore wind as a key low-emissions technology for achieving net-zero pathways and can be integrated into energy systems at scale with manageable economic and technical challenges (IPCC, 2023). While there is broad scientific agreement on the potential of offshore wind turbines to significantly reduce GHG emissions, there are also growing concerns, including uncertainties around floating platform scalability, ecological impacts, supply chain readiness, and long-term operations. Most of these issues are captured in the Risks & Trade-Offs section of this document.

The results presented in this document summarize findings from 17 peer reviewed academic papers (including 6 reviews and 11 research articles), 2 books and 11 agency or institutional reports, reflecting current evidence from representative regions around the world. We recognize this limited geographic scope creates bias, and hope this work inspires research and data sharing on this topic in underrepresented regions.

Updated Date

Deploy Onshore Wind Turbines

Sector
Electricity
Image
Image
Onshore wind turbines
Coming Soon
Off
Summary

Onshore wind turbines are land-based machines that harness natural wind to generate electricity. Electricity generation from wind turbines depends on many factors, including natural wind speeds, consistency, and directionality. The Deploy Onshore Wind Turbines solution focuses on utility-scale electricity generation above 1 MW in rated capacity, generally from fields of turbines called wind farms. Deploy Micro Wind Turbines and Deploy Offshore Wind Turbines are discussed as separate solutions.

Deploying onshore wind turbines contributes to reduced CO₂ emissions by increasing the availability of renewable energy sources to meet electricity demand, thereby reducing dependence on fossil fuel–based sources in the overall electricity grid mix.

Description for Social and Search
Deploy Onshore Wind Turbines is a Highly Recommended climate solution. It reduces emissions from electricity generation by expanding production of clean and renewable wind energy.
Overview

An estimated 23% of global GHG emissions on a 100-yr basis comes from electricity generation annually (Clarke et al., 2022), and in 2022 more than 60% of global electricity generation came from fossil fuel–based energy sources (International Energy Agency [IEA], 2024c). Since wind is a clean and renewable resource, onshore wind turbines do not contribute to GHG emissions or air pollution while generating energy. The Deploy Onshore Wind Turbines solution reduces the need for electricity generation from fossil fuels, which reduces emissions of CO₂ as well as of smaller amounts of methane and nitrous oxide

An onshore wind turbine has a tower with a rotor mounted at the top, connected to a generator. Wind pressure on the turbine blades rotates the rotor, and the generator converts that motion into electrical power. Power potentially generated is directly proportional to the swept area of the rotor blades and the wind speed cubed. Utility-scale turbines require an annual average wind speed of at least 5.8 meters/second (Energy Information Administration [EIA], 2024b). Wind characteristics and technical aspects have a critical impact on electricity generation. Factors include, but are not limited to, wind speed, turbulence, site-specific effects, rotor size, turbine height, generator efficiency, and wind farm layout (Diógenes et al., 2020). Onshore wind farms are often sited where fewer obstacles lead to more consistent wind speeds (Maguire et al., 2024). 

The maximum electrical power a turbine can generate is its installed capacity in MW. Due to changing wind characteristics and operational decisions, onshore wind turbines do not always operate at maximum capacity. The capacity factor of a turbine captures the actual amount of power generated compared with maximum generation if the turbine always operated at its rated capacity. Due to technological improvements over the past decade, global weighted average capacity factors increased from 27% in 2010 to 36% in 2023 and can exceed 50% in some countries (International Renewable Energy Agency [IRENA], 2024a).

Utility-scale wind farms are connected to the grid to provide electricity. Electric power output can be converted to energy generated by multiplying capacity by the capacity factor and a specified time interval. For annual generation, we multiplied by one year and used our estimated median global capacity factor (37%). In 2023, onshore wind turbines generated 2,089 TWh of electricity, approximately 7% of global electricity generation (IEA, 2024c).

Onshore wind turbines can be classified according to their orientation. Horizontal-axis turbines need to face their rotors into the wind to generate power, while vertical-axis turbines operate independently of wind direction. Utility-scale onshore wind turbines are mostly horizontal-axis rotors with three blades, but smaller scale turbines (see Deploy Micro Wind Turbines) can have more complex rotor designs for a variety of applications. The International Electrical Commission (IEC) standardizes wind turbine classifications with distinct designs to maximize energy capture for different sites (IEC, 2019). Wind farms also require distribution systems to transport electricity to locations of electricity demand. 

Adeyeye, K., Ijumba, N., & Colton, J. (2020). Exploring the environmental and economic impacts of wind energy: A cost-benefit perspective. International Journal of Sustainable Development & World Ecology, 27(8), 718–731. Link to source: https://doi.org/10.1080/13504509.2020.1768171 

Albanito, F., Roberts, S., Shepherd, A., & Hastings, A. (2022). Quantifying the land-based opportunity carbon costs of onshore wind farms. Journal of Cleaner Production, 363(132480), 0959–6526. Link to source: https://doi.org/10.1016/j.jclepro.2022.132480 

Angliviel de La Beaumelle, N., Blok, K., de Chalendar, J. A., Clarke, L., Hahmann, A. N., Huster, J., Nemet, G. F., Suri, D., Wild, T. B., & Azevedo, I. M. L. (2023). The global technical, economic, and feasible potential of renewable electricity. Annual Review of Environment and Resources, 48, 419–449. Link to source: https://doi.org/10.1146/annurev-environ-112321-091140 

Agra Neto, J., González, M. O. A., Castro, R. L. P. D., Melo, D. C. D., Aiquoc, K. M., Santiso, A. M., Vasconcelos, R. M. D., Souza, L. H. D., & Cabral, E. L. D. S. (2024). Factors influencing the decision-making process at the end-of-life cycle of onshore wind farms: A systematic review. Energies17(4), Article 848. Link to source: https://doi.org/10.3390/en17040848 

Barthelmie, R. J., & Pryor, S. C. (2021). Climate change mitigation potential of wind energy. Climate, 9(9), Article 136. Link to source: https://doi.org/10.3390/cli9090136 

Beiter, P., Cooperman, A., Lantz, E., Stehly, T., Shields, M., Wiser, R., Telsnig, T., Kitzing, L., Berkhout, V., & Kikuchi, Y. (2021). Wind power costs driven by innovation and experience with further reductions on the horizon. WIREs Energy and Environment, 10(5), Article e398. Link to source: https://doi.org/10.1002/wene.398 

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Credits

Lead Fellow

  • Megan Matthews, Ph.D.

Contributors

  • Ruthie Burrows, Ph.D.

  • James Gerber, Ph.D.

  • Yusuf Jameel, Ph.D.

  • Daniel Jasper

  • Alex Sweeney

Internal Reviewers

  • Aiyana Bodi

  • Hannah Henkin

  • Ted Otte

  • Michael Dioha, Ph.D.

  • James Gerber, Ph.D.

  • Zoltan Nagy, Ph.D.

  • Amanda D. Smith, Ph.D.

Effectiveness

Based on IEA data, global emissions from electricity generation accounted for an estimated 530 kg CO₂‑eq /MWh (540 kg CO₂‑eq /MWh, 20-year basis). To convert from MWh to MW, we used the median global average capacity factor for onshore wind turbines of 37% (IRENA, 2024a). We estimated onshore wind turbines to reduce 1,700 t CO₂‑eq /MW (1,700 t CO₂‑eq /MW, 20-year basis) of installed capacity annually (Table 1).

Table 1. Effectiveness at reducing emissions. 

Unit: t CO₂‑eq (100-year basis)/MW installed capacity/yr

Estimate 1,700
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To estimate the effectiveness of onshore wind turbines, we assumed that electricity generated by new installations displaces an equivalent MWh of the global electricity grid mix. Then, the reduction in emissions from additional onshore wind capacity was equal to emissions (per MWh) from the 2023 global electricity grid mix (IEA, 2024c). We then used the onshore wind capacity factor to convert to annual emissions per MW of installed capacity.

During operation, onshore wind turbines do not emit GHGs. Life-cycle analyses for onshore wind turbines have estimated lifetime GHG emissions as very low, 7–20 g CO₂‑eq per kWh (100-year) of electricity generated (Barthelmie et al., 2021; Wiser et al., 2011). Emissions from manufacturing, transportation, installation, and decommissioning are commonly paid back in less than two years of wind farm operation (Diógenes et al., 2020; Haces-Fernandez et al., 2022; Kaldellis & Zafirakis, 2011). 

Our analysis focused solely on emissions produced during electricity generation; emissions associated with construction and installation of onshore wind are attributed to the Industry, Materials & Waste sector. Thus, we did not include carbon payback time and embodied life-cycle emissions in our estimates of effectiveness, even though this may overestimate climate impacts. We qualitatively discuss life-cycle emissions in Caveats below.

Cost

We estimated a mean levelized cost of electricity (LCOE) for onshore wind turbines of US$52/MWh based on three industry reports (IEA, 2024d; IEA, 2020; IRENA, 2024a). LCOE is commonly used to compare costs across electricity generation technologies because it provides a single metric that combines total installed costs, costs of capital, operating and maintenance costs, the capacity factor, and lifetime of the project (EIA, 2022; Shah & Bazilian, 2020). 

In many global markets, wind power is one of the cheapest ways to generate electricity per MWh (IEA, 2024d); in 2023, newly commissioned onshore wind projects had lower electricity costs than the weighted average LCOE for fossil fuels, which was US$70–176/MWh (IRENA, 2024a). According to IRENA, the global weighted average LCOE for onshore wind turbines declined 91% between 1984–2023 (IRENA, 2024a). Although turbine prices increase with height, revenue from increased power generation available to larger turbines can offset increases in upfront costs, reducing LCOE (Beiter et al., 2021). Additional factors influencing cost-competitiveness of onshore wind include regional energy market fluctuations, social costs of carbon, and subsidies. These factors are not included in our analysis, but some policy levers are discussed in Take Action below. 

Methods and Supporting Data

Methods and Supporting Data

Learning Curve

Learning rates for onshore wind vary widely due to different underlying assumptions, geographies, and performance metrics. Past learning rate estimates for wind power ranged from –3%, implying that wind power is more expensive over time, to 33% (Beiter et al., 2021). Learning-by-doing rates, based on experience accumulated as capacity increases, ranged from 1–17%, while learning-by-research rates, based on innovation and technological development, ranged from 5–27% (Williams et al., 2017).

More recent LCOE-based learning rate estimates suggest a 10%–20% reduction in LCOE when cumulative global capacity is doubled (Wiser et al., 2021). Since upfront costs are the largest component of LCOE for onshore wind, the reduction in LCOE was driven by a 9–18% decrease in capital expenditures between 2014–2019 due to “turbine price declines, economies of size, technology innovation, and siting choices” (Beiter et al., 2021). Between 2008–2020, onshore wind turbine prices declined by 50% (Wiser et al., 2024). Additionally, installed costs per megawatt decreased with increasing project size, and wind farms above 200 MW had the lowest installed costs (Wiser et al., 2024). Supply chain bottlenecks and higher material costs caused project cost increases between 2020–2022, but in 2023 prices flattened or dropped compared to the previous year (Wiser et al., 2024). Industry experts predicted a 37–49% reduction in wind turbine costs by 2050 (Wiser et al., 2021).

Although learning rates vary from country to country and site to site, we used two high-quality global studies that provided LCOEs for onshore wind to estimate a global learning rate for onshore wind. This resulted in a 28% median global learning rate between 2014–2019 for onshore wind, implying a 28% reduction in LCOE for each doubling of installed capacity during that time period (Table 2). 

Table 2. Learning rate: drop in LCOE per doubling of the installed solution base.

 Unit: %

25th percentile 21
Mean 28
Median (50th percentile) 28
75th percentile 34
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Speed of Action

Speed of action refers to how quickly a climate solution physically affects the atmosphere after it is deployed. This is different from speed of deployment, which is the pace at which solutions are adopted.

At Project Drawdown, we define the speed of action for each climate solution as emergency brake, gradual, or delayed.

Deploy Onshore Wind Turbines is a GRADUAL climate solution. It has a steady, linear impact on the atmosphere. The cumulative effect over time builds as a straight line.

Caveats

Emissions from fossil fuel–based electricity generation can be reduced with increased deployment of wind power. One limitation of our approach is assuming that each additional MWh of installed capacity displaces one MWh of the existing grid mix. This implies that new onshore wind may, at times, displace other renewables, rather than fossil-based sources. In reality, the extent of avoided emissions varies based on regional grid dynamics, marginal generation sources, and the timing and location of electricity production. This approach could be refined in the future, since wind generation could displace a larger share of fossil-fuel output than assumed in average grid-mix methods (e.g., Millstein et al., 2024). We may overestimate the achievable range of climate impacts because grid-average emissions would decrease over time as more renewables are added to the grid mix. In regions where utility-scale wind farms contribute significantly to the electricity grid, continued expansion also faces socio-ecological challenges due to limited available land with good wind conditions (da Silva and Galvão, 2022). 

Increasing the speed of adoption of onshore wind turbines could lead to issues such as lack of financing, supply chain bottlenecks, land and permit availability, social acceptance, and necessary grid and infrastructure expansion (GWEC, 2024). Globally, bottlenecks in supply chains alongside increased commodity prices for steel and other turbine materials in recent years led to a slowdown in wind power installations compared to solar (Mathis & Saul, 2024). Poor governance and low stakeholder engagement from utilities can also limit future adoption.

Due to the successful adoption of onshore wind in the past, many existing wind farms will reach the end of their average 20- to 25-year project lifetime before 2050 (IEA, 2024b; IRENA, 2024a; Wiser et al., 2024). Global wind energy capacity could decrease as wind farms are decommissioned, which involves dismantling and disposal of turbines and related infrastructure (Agra Neto et al., 2024). However, it is unlikely that a wind farm would be replaced with a nonrenewable energy source (Maguire et al., 2024). Although 85–90% of turbine raw materials can be recycled, including steel and cement, composite materials are still landfilled, with environmental consequences (Barthelmie et al., 2021; GWEC, 2024). Wind farms can also be retrofitted or repowered at the end of their design lifetimes.

GHGs are emitted during construction, installation, operation, decommissioning, and disposal of onshore wind turbines, but full life-cycle emissions are an order of magnitude lower than emissions from fossil fuel–based energy sources (Barthelmie et al., 2021; National Renewable Energy Laboratory [NREL], 2021). Nonoperational emissions are attributed to solutions in the Industry, Materials & Waste sector.

Current Adoption

Current adoption of onshore wind power is well documented by international agencies; we based our estimate on reported installed capacity in 2023 from IRENA, IEA, and the Global Wind Energy Council (GWEC). Globally, onshore wind turbines exceeded 940,000 MW of installed capacity in 2023 (Table 3), based on the median across three global wind energy reports (GWEC, 2024; IEA, 2024d; IRENA, 2024b). Although we used 2023 as our baseline for current adoption, in 2024 an additional 109 GW of onshore wind capacity was installed, bringing the global total to over 1 million MW (GWEC, 2025).

Table 3. Current adoption level (2023).

Unit: MW installed capacity

Median 940,000
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Based on data from IRENA, onshore wind turbines generated electricity in 133 countries (IRENA, 2024b). At the country level, China led the market with more than 400,000 MW, and the lowest current adoption was in Trinidad and Tobago with 0.01 MW. Median country-level adoption was in Mongolia with 160 MW of installed capacity. Countries with less than 1 MW of installed capacity each were excluded from analysis, but their combined installed capacity was 6.4 MW across 16 countries. See Geographic Guidance for more regional details.

Adoption Trend

Based on the IRENA’s 2024 Renewable Energy Statistics, we calculated the global adoption trend by summing adoption across countries for each year between 2013–2023 and taking the year-to-year difference. Comparing year-to-year global adoption, the median global adoption trend was adding 54,000 MW of installed capacity per year (Table 4, Figure 1), but expansion was unevenly distributed geographically. 

Table 4. Adoption trend (2013–2023).

Unit: MW installed capacity per year

25th percentile 46,000
Mean 62,000
Median (50th percentile) 54,000
75th percentile 70,000
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Figure 1. Global adoption of onshore wind turbines, 2000–2023. Copyright © IRENA 2024

International Renewable Energy Agency. (2024b). Renewable energy capacity statistics 2024—Data product.

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Between 2010–2023, global cumulative onshore wind installed increased more than fourfold (IRENA, 2024a). Globally new onshore wind deployment declined between 2020–2022, but this trend reversed in 2023 with record global additions of 108,000 MW for a single year (GWEC, 2024; IEA, 2024b). GWEC projected that average annual installations would continue to increase, with 653,000 MW predicted to be added in 2024–2028 (GWEC, 2024).

Adoption Ceiling

The availability of wind resources sets the absolute upper limit of the adoption ceiling for onshore wind turbines with additional constraints due to land availability. However, wind resources are not evenly distributed around the world, so there will also be regional adoption ceilings for different countries (Wiser et al., 2011). In the literature, the global technical potential for onshore wind energy is calculated using power curves for turbines, statistical wind speed maps, and simulations (Jacobson & Archer, 2012; Jung, 2024). Land availability constrains the adoption ceiling because siting includes assessments of land cover type and exclusions of protected areas, bodies of water, and urban areas (Angliviel de La Beaumelle et al., 2023). 

At COP28 in 2023, nearly 200 countries pledged to triple renewable energy capacity by 2030 (IEA, 2024a). For onshore wind turbines, tripling capacity would mean accelerating adoption to nearly 270,000 MW installed annually. If that accelerated adoption trend is maintained between 2030–2050, the tripling pledge would result in more than 8.2 million MW of onshore wind turbine installed capacity by 2050. Additionally, the Net Zero Emissions by 2050 scenario in IEA’s World Energy Outlook projected 7.9 million MW of installed capacity for onshore and offshore wind power combined (IEA, 2024d), but we do not include combined wind power estimates in our adoption ceiling. For our analysis, we use the median technical potential to get an adoption ceiling of 12 million MW installed capacity for onshore wind turbines (Table 5).

Table 5. Adoption ceiling: upper limit for adoption level.

Unit: MW installed capacity

25th percentile 7,700,000
Mean 28,000,000
Median (50th percentile) 12,000,000
75th percentile 32,000,000
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Achievable Adoption

The IEA’s World Energy Outlook (WEO) 2024 includes several key scenarios that explore different energy futures based on varying levels of policy intervention, technological development, and market dynamics. We define the adoption achievable range for onshore wind turbines based on the Stated Policies Scenario (STEPS) and Announced Pledges Scenario (APS) (IEA, 2024d).

Achievable – Low

The Achievable – Low adoption level is based on STEPS, which captured the current trajectory for increased adoption of onshore wind energy as well as future projections based on existing and announced policies. Under this scenario, onshore wind capacity is projected to increase more than threefold from 940,000 MW to 3,200,000 MW by 2050 (Table 6). 

Achievable – High

The Achievable – High adoption level is based on APS, which assumes the same policy framework as STEPS, plus full realization of announced national energy and climate targets, including net-zero commitments supported by stronger clean energy investments. Under this scenario, onshore wind capacity is projected to increase more than fourfold from 940,000 MW to 4,400,000 MW by 2050 (Table 6).

Table 6. Range of achievable adoption levels.

Unit: MW installed capacity

Current adoption 940,000
Achievable – low 3,200,000
Achievable – high 4,400,000
Adoption ceiling 12,000,000
Left Text Column Width

Current adoption of onshore wind turbines was nearly 8% of our estimated 12 million MW adoption ceiling and the achievable range is between 27% and 37%.

Based on baseline global adoption and effectiveness, we estimate the current total climate impact of onshore wind turbines to be 1.6 Gt CO₂‑eq (1.6 Gt CO₂‑eq , 20-year basis) of reduced emissions per year. We estimated the achievable range of climate impacts using the emissions from the 2023 baseline electricity grid; actual emissions reductions could differ depending on how the emissions intensity of electricity generation changes over time. The IEA Stated Policies Scenario projected that global adoption would reach 3.2 million MW by 2050 (IEA, 2024d), resulting in an increased emissions reduction of 5.4 Gt CO₂‑eq (5.4 Gt CO₂‑eq , 20-year basis) per year. The IEA Announced Pledges Scenario projected 4.4 million MW of installed capacity by 2050 (IEA, 2024d), implying an estimated 7.5 Gt CO₂‑eq (7.5 Gt CO₂‑eq , 20-year basis) of reduced emissions per year (Table 7).

Table 7. Climate impact at different levels of adoption.

Unit: Gt CO₂‑eq (100-year basis) per year

Current adoption 1.6
Achievable – low 5.4
Achievable – high 7.5
Adoption ceiling 20
Left Text Column Width

We based the adoption ceiling solely on the technical potential and wind resources, while neglecting social and economic constraints and realistic scenarios of future power demand (Dioha et al, 2025). Onshore wind turbine installed capacity is unlikely to reach 12 million MW, but if current grid emissions remained constant while capacity increased, GHG emission reductions would be approximately 20 Gt CO₂‑eq/yr. This maximum is unrealistic as a forward-looking climate impact because it treats grid carbon intensity as permanently fixed at 2023 levels and ignores future decarbonization and corresponding decreases in marginal avoided emissions.

Additional Benefits

Income and Work

Wind power has a strong positive impact on the economy. Wind energy projects have been shown to increase both total income and employment in high-, low-, and middle-income countries, although the costs of new projects may be higher in emerging markets until the market develops (Adeyeye et al., 2020; GWEC & GWO, 2021; World Bank, 2021). According to the GWEC & GWO (2023), the wind industry will need more than half a million new technicians to reach renewable energy goals. Technical roles will also be supported by additional jobs for engineers, manufacturers, analysts, and managers. Many of these jobs are in the construction sector. They also include technicians, engineers, manufacturers, analysts, and managers. In the United States, wind energy employed more than 125,000 workers in 2022 (Hartman, 2024). Onshore wind could also strengthen energy security by diversifying the power mix and reducing dependence on imported fuels. 

Health

Improvements in air quality offer health benefits from reduced air pollution exposure, including reduced premature mortality. The magnitude and distribution of these benefits depends on the local electricity grid mix and the fuels used to generate electricity (Qiu et al., 2022). In 2022, the air quality health benefits from wind power amounted to US$16 billion at a rate of US$36 per megawatt-hour (Millstein et al., 2024). Health benefits of onshore wind can be greater for racial and ethnic minority groups and low-income populations, who often face higher exposure burdens from fossil-fuel electricity generation; however these benefits also depend on the existing grid and on how pollutants are transported in the atmosphere (Qiu et al., 2022). In the United States, economic benefits of improved health outcomes have already increased from US$2 billion in 2014 to US$16 billion in 2022, but these benefits could be maximized by replacing fossil-fuel power plants in regions with higher health damages (Qiu et al., 2022). 

Nature Protection

While some wind power systems could displace species through habitat loss, careful planning and development could reduce some of these risks and conserve biodiversity (Kati et al., 2021; Tolvanen et al., 2023). Wind-powered electricity generation can benefit the environment by requiring less water than fossil fuel–powered electricity. According to a life-cycle analysis by Meldrum et al. (2013), wind power has the lowest water consumption of all electricity generation methods. 

Water Resources

For a description of water resources benefits, please refer to the Nature Protection section.

Air Quality

Wind energy significantly reduces air pollutants released from fossil-fuel energy generation, thereby avoiding the emission of pollutants such as nitrogen oxides, sulfur dioxide, and particulate matter associated with burning coal and natural gas. In the U.S. Midwest, each MWh of wind energy added to the grid can avoid 4.9 pounds of sulfur dioxide and 2.0 pounds of nitrous oxides (Nordman, 2013). A life-cycle analysis of wind power in China found that wind farms could reduce sulfur dioxide,nitrous oxides, and PM10 emissions by 80.38%, 57.31%, and 30.91%, respectively, compared with emissions from coal-based power plants (Xue et al., 2015). 

Risks

Several key risks could prevent growth in installed capacity of onshore wind turbines. Electricity generation from onshore wind turbines inherently fluctuates because wind speeds vary temporally and spatially. Onshore wind turbines face challenges integrating into regional electricity grids (Diógenes et al., 2020; Shafiullah et al., 2013), depending on their location. To reliably meet demand, many grid mixes rely on backup power from coal and natural gas (Haces-Fernandez et al., 2022; Millstein et al., 2024) – although advances in smart grids, storage, and grid flexibility can help reduce reliance on backup fossil-fuel power. Times of high wind generation can create instability (Smith, 2024), leading turbine operators to curtail power output to prevent overloading the electricity grid. Curtailment can also occur due to infrastructure limitations or market conditions (Hartman, 2024). However, we found that curtailment was often small: In 2018, less than 2% of wind power was curtailed in the United States and Germany (Zhang et al., 2020). Intermittency in wind energy could also drive increases in electricity costs, but this can be reduced through a variety of generation-side, demand-side, and storage technologies (Ren et al., 2017).

Interactions with Other Solutions

Reinforcing 

Increased availability of renewable energy from onshore wind turbines helps reduce emissions from the electricity grid as a whole. Reduced emissions from the electricity grid lead to lower downstream emissions for solutions that rely on electricity use. Deploying onshore wind turbines also supports increased integration of solar PV by diversifying the renewable energy mix and reducing overreliance on solar variability.

Automated and more efficient use of electricity in buildings can shift energy use to times of high renewable generation and reduce electricity demand to help balance intermittency challenges of onshore wind energy.

Electrification of transportation systems will be more beneficial in reducing global emissions if the underlying grid includes a higher proportion of non-emitting power sources. Electric transportation systems can also reduce curtailment of wind energy through controlled-time charging and other load-shifting technologies.

Competing

Deploying onshore wind energy requires dedicated land use which limits land availability for other renewable energy technologies, raw material and food production, and conservation programs. Deploy Onshore Wind Turbines competes with the following solutions for land:

Dashboard

Solution Basics

MW installed capacity

t CO₂-eq (100-yr)/unit/yr
1,700
units
Current 940,000 03.2×10⁶4.4×10⁶
Achievable (Low to High)

Climate Impact

Gt CO₂-eq (100-yr)/yr
Current 1.6 5.47.5
Gradual

CO₂ , CH₄, N₂O, BC

Trade-offs

Siting, transportation, and transmission challenges involve trade-offs between electricity generation requirements, cost, and impacts to people and the environment (Tarfarte & Lehmann, 2023). Construction delays occur due to regulatory and permitting challenges (McKenna et al., 2025; Timilsina et al., 2013). Larger turbines, which provide more power, also exacerbate logistical challenges of construction, transportation, installation, and optimization (Afridi et al., 2024). Construction and siting of new onshore wind farms could threaten land used for agriculture, Indigenous land rights, cultural landscapes, and ecosystems if not carefully assessed during project planning phases, including minimizing visual disturbances and vibrations (Gorayeb et al., 2018; McKenna et al., 2025; Tolvanen et al., 2023). There are emissions associated with land use change (LUC) for new wind farms because sequestered carbon is released as CO₂ when soil is disturbed during construction. The magnitude of LUC emissions depends on the land cover type that the wind farm replaces. LUC emissions caused by constructing on pastureland, cropland, and forests were 6–17% of annual emissions savings from deploying the wind turbines (Albanito et al., 2022; Marashli et al., 2022), and constructing on peatlands could cause emissions greater than the emission savings (Albanito et al., 2022). 

m/s
0≥ 10

Mean Wind Speed at 100 meters above surface

This map shows average wind speeds at 100 meters above the surface, roughly the height of modern turbine towers. Wind speeds above 6 meters per second (m/s) are generally suitable for onshore wind farms, while 9–10 m/s and higher are considered excellent for power generation. The color scale highlights differences: lighter areas show weaker winds, while darker areas indicate strong winds that make onshore projects most efficient.

Global Wind Atlas (2025). Mean wind speed (version 4.0) [Data set]. Technical University of Denmark (DTU). Link to source: https://globalwindatlas.info/

m/s
0≥ 10

Mean Wind Speed at 100 meters above surface

This map shows average wind speeds at 100 meters above the surface, roughly the height of modern turbine towers. Wind speeds above 6 meters per second (m/s) are generally suitable for onshore wind farms, while 9–10 m/s and higher are considered excellent for power generation. The color scale highlights differences: lighter areas show weaker winds, while darker areas indicate strong winds that make onshore projects most efficient.

Global Wind Atlas (2025). Mean wind speed (version 4.0) [Data set]. Technical University of Denmark (DTU). Link to source: https://globalwindatlas.info/

Maps Introduction

China, the United States, and Germany lead the market for installed onshore wind capacity, with 60% of global capacity in the United States and China. Installed capacity in China alone was greater than installed capacity across the rest of the world, excluding the United States (IRENA, 2024b). 

Capacity factors vary geographically. In 2023, Brazil had the sixth-highest installed capacity globally (29,000 MW) and reported the highest capacity factors, 54%, while capacity factors in China were only 34%, below the global median capacity factor of 37% (IRENA, 2024b). Higher capacity factors lead to better performance and increased electricity output from clean energy sources.

Regions with fossil fuel–dominated grid mixes use onshore wind turbines to diversify electricity sources and cut emissions from electricity generation. Although China led the onshore wind market in 2023, wind energy from both offshore and onshore turbines only accounted for 6% of electricity generation in Asia and the Pacific, while 56% came from coal (IEA, 2022a). Germany and Spain had the highest installed capacity in Europe as of 2023 with combined onshore and offshore energy contributing 14% of total electricity generation, the highest percentage of any regional grid (IEA, 2022b). 

While expanding onshore wind in established markets such as Europe is important, targeting regions with little to no electricity generation from renewables could have a larger impact on emissions reductions by providing a clean energy alternative to fossil fuels. It is also critical to ensure that as wind power expands into low- and middle-income countries, the transition to a more renewable electricity grid is done equitably and benefits local communities (Gorayeb et al., 2018).

In 2023, China, the United States, Brazil, Germany, and India cumulatively made up 82% of new global additions to onshore wind capacity (Global Wind Energy Council [GWEC], 2024). Across all countries with new onshore wind installations in 2023, the median global trend was adding 39 MW of installed capacity per year, but expansion was unevenly distributed around the world. China and India were examples of rapidly expanding markets, with adoption trends of more than 32,000 MW per year and 2,600 MW per year, respectively. Despite a reduction in installations in 2023 compared with 2022, previous installations in the United States contributed to a high 10-year adoption trend of 8,800 MW per year (IRENA, 2024b). The slowest expanding countries, Denmark and the Netherlands, were adding 130–430 MW of onshore wind turbine capacity per year, most likely due to highly saturated existing markets for wind power. 

There is ample technical potential for onshore wind adoption in Latin America, Africa, the Middle East, and the Pacific, although current installed capacity is relatively low in those regions (IRENA, 2024b; Wiser et al., 2011). The Global Wind Energy Council highlighted Australia, Azerbaijan, Brazil, China, Egypt, India, Japan, Kenya, the Philippines, Saudi Arabia, South Korea, the United States, and Vietnam as markets to watch for growth (GWEC, 2024).

Action Word
Deploy
Solution Title
Onshore Wind Turbines
Classification
Highly Recommended
Lawmakers and Policymakers
  • Coordinate wind power policies horizontally (e.g., across agencies) and vertically (e.g., across subnational, national, and international efforts), ensuring an inclusive process for impacted communities and consumers.
  • Develop regulations, standards, and codes to ensure quality equipment production, safe operation, and quick deployment – ideally, before development and adoption to prevent accidents and delays.
  • Offer equipment testing and certification systems, market information disclosures, and assistance with onsite supervision
  • Set quotas for power companies and offer expedited permitting processes for renewable energy production, including onshore wind, while maintaining environmental safeguards.
  • Set adjustments for wind power on-grid pricing through schemes such as feed-in tariffs, renewable energy auctions, or other guaranteed pricing methods for wind energy.
  • Offer subsidies, grants, low-interest loans, and preferential tax policies for manufacturers, developers, and operators of onshore wind farms.
  • Invest in and develop grid infrastructure – particularly, high-voltage transmission capacity.
  • Provide financing for research and development (R&D) to improve the performance of wind turbines, wind forecasting, and related technology.
  • Mandate onsite wind power forecasting and set standards for data integrity.
  • Create training programs for engineers, operators, and other personnel.
  • Coordinate voluntary agreements with industry to increase onshore wind capacity and power generation.
  • Initiate public awareness campaigns focusing on how wind turbines function, their benefits, and any public concerns.
  • Disincentivize fuel-based power generation and use funds to subsidize new onshore wind investments.
Practitioners
  • Work with external organizations to enter new markets and identify challenges early in development.
  • Participate in, offer, or explore coinvestments in, electricity infrastructure (e.g., shared transmission).
  • Partner with academic institutions and other external organizations to provide workforce development programs.
  • Focus R&D on increasing the productivity and efficiency of turbines, especially in areas with lower wind conditions, and on supporting technology such as wind forecasting.
  • Consider leasing usable land for onshore wind development.
  • Participate in voluntary agreements with government bodies to increase policy support for onshore wind capacity and power generation.
  • Conduct integrated logistics planning to anticipate transport challenges for large turbine components.
  • Strengthen local workforce skills through partnerships with technical schools and vocational programs.
  • Support and participate in public awareness campaigns focusing on how wind turbines function, their benefits, and any public concerns.
  • Stay abreast of and engage with changing policies, regulations, zoning laws, tax incentives, and related developments to help remove commercial barriers.
Business Leaders
  • Enter into Purchase Power Agreements (PPAs), long-term contracts between a company (the buyer) and a renewable energy producer (the seller).
  • Purchase high-integrity renewable energy certificates (RECs), which track ownership of renewable energy generation.
  • Support long-term, stable contracts (e.g., PPAs or Contracts for Difference) that de-risk investment in onshore wind technologies and incentivize local supply chain development.
  • Invest in companies that provide onshore wind energy, those that make components for onshore wind, or those that develop related technology, such as forecasting.
  • Initiate or join voluntary agreements with national or international bodies and support industry collaboration.
  • Support workforce development programs and/or offer employee scholarships or sponsor training for careers in onshore wind.
  • Support community engagement initiatives in areas where you do business to educate and highlight the local economic benefits of onshore wind.

Further information:

Nonprofit Leaders
  • Advocate for favorable policies and incentives for onshore wind energy development, such as financing, preferential tax policies, guaranteed pricing methods, and quotas.
  • Propose or help develop regulations, standards, and codes to ensure quality equipment production, safe operation, and quick deployment.
  • Advocate for equitable sharing of revenue and taxes in areas that produce wind power.
  • Support fair benefit-sharing arrangements and conflict resolution mechanisms to settle land use disputes.
  • Conduct open-access research to improve the performance of wind turbines, wind forecasting, and related technology.
  • Operate or help with equipment testing and certification systems, market information disclosures, and onsite supervision.
  • Create or help with training programs for engineers, operators, and other personnel.
  • Coordinate voluntary agreements between governments and industry to increase onshore wind capacity and power generation.
  • Initiate public awareness campaigns focusing on how wind turbines function, their benefits, and any public concerns.
Investors
  • Invest in the development of onshore wind farms.
  • Consider offering flexible and low-interest loans for developing and operating onshore wind farms.
  • Invest in supporting infrastructures such as utility companies, grid development, and access roads.
  • Invest in component technology and related science, such as wind forecasting.
  • Invest in green bonds and/or explore blended finance structures to mobilize capital for companies developing onshore wind energy or supporting infrastructure.
  • Help develop insurance products for onshore wind in emerging markets.
  • Align investments with existing public-private partnerships, voluntary agreements, or voluntary guidance that may apply in the location of the investment (including those that apply to biodiversity).
Philanthropists and International Aid Agencies
  • Provide catalytic financing for, or help develop, onshore wind farms.
  • Award grants to improve supporting infrastructures such as utility companies, grid development, and access roads.
  • Support the development of component technology and related science, such as wind forecasting.
  • Fund updates to high-resolution wind atlases and data platforms to improve resource assessment and project planning.
  • Facilitate partnerships to share wind turbine technology and best practices between established and emerging markets, promoting energy equity and access.
  • Foster cooperation and technology transfer between low- and middle-income countries with emerging wind sectors.
  • Advocate for favorable policies and incentives for onshore wind energy development, such as financing, preferential tax policies, guaranteed pricing methods, and quotas.
  • Propose or help develop regulations, standards, and codes to ensure quality equipment production, safe operation, and quick deployment.
  • Initiate public awareness campaigns focusing on how wind turbines function, their benefits, and any public concerns.
Thought Leaders
  • Advocate for favorable policies and incentives for onshore wind energy development, such as financing, preferential tax policies, guaranteed pricing methods, and quotas.
  • Propose or help develop regulations, standards, and codes to ensure quality equipment production, safe operation, and quick deployment.
  • Conduct research to improve the performance of wind turbines, wind forecasting, and related technology.
  • Initiate public awareness campaigns focusing on how wind turbines function, their benefits, why they are necessary, and any public concerns.
  • Advocate for inclusion of community engagement, respect for Indigenous rights, and preservation of cultural heritage and traditional ways of life in wind power expansion efforts.
  • Advance academic and/or public discourse on fully pricing fossil-fuel externalities to improve fair competition for renewables.
Technologists and Researchers
  • Improve the productivity and efficiency of wind turbines.
  • Improve battery capacity for electricity storage.
  • Develop more accurate, timely, and cost-effective means of wind forecasting.
  • Develop siting maps that highlight exclusion zones for Indigenous lands, cultural heritage sites, and biodiversity hot spots.
  • Engineer new or improved means of manufacturing towers and components – ideally with locally sourced materials.
  • Enhance design features such as wake steering, bladeless wind power, and quiet wind turbines.
  • Develop materials and designs that facilitate recycling and circulate supply chains.
  • Optimize power output, efficiency, and deployment for vertical axis turbines.
  • Refine methods for retaining power for low-speed winds.
  • Research the cumulative social, environmental, and climate impacts of the onshore wind industry.
  • Explore smart transmission and advanced grid management to address future connection bottlenecks.
Communities, Households, and Individuals
  • Purchase high-integrity RECs, which track ownership of renewable energy generation.
  • Advocate for equitable sharing of revenue and taxes in areas that produce wind power.
  • Participate in public consultations and licensing hearings for wind projects.
  • Stay informed about wind development projects that impact your community and support them when possible.
  • Conduct research on the benefits and development of wind energy and share the information with your friends, family, and other networks.
  • Support the development of community wind cooperatives or shared ownership structures that allow local communities to directly benefit from onshore wind projects.
  • Participate in public awareness campaigns focused on onshore wind projects.
  • Advocate for favorable policies and incentives for onshore wind energy development, such as financing, preferential tax policies, guaranteed pricing methods, and quotas.
  • If your utility company offers transparent green pricing, which charges a premium to cover the extra cost of renewable energy, and if it fits your budget, opt into it.
Evidence Base

Consensus of overall effectiveness of onshore wind turbines: High

Onshore wind energy is inherently renewable and well established as an efficient and effective electricity source. Increasing availability of wind energy reduces the need for fossil fuel–derived energy sources such as coal and gas, leading to lower GHG emissions from the global electricity sector. Through reduced emissions, deploying onshore wind turbines also leads to climate and air quality benefits (Afridi et al., 2024; Millstein et al., 2024). Wind energy is widely adopted around the world, and in 2023 “the country weighted average turbine capacity ranged from 2.5 MW to 5.8 MW” across 133 countries (IRENA, 2024a).

Ongoing innovation is necessary for broader global adoption of onshore wind. Estimates of technical adoption potential depend on site characteristics and socioeconomic conditions (Jung & Schindler 2023; McKenna et al., 2022). According to the Intergovernmental Panel on Climate Change (IPCC), “at low to medium levels of wind electricity penetration (up to 20% of total electricity demand), the integration of wind energy generally poses no insurmountable technical barriers and is economically manageable” (Wiser et al., 2011). Potentially exploitable wind resources are 20–30 times higher than 2017 global electricity demand (Clarke et al., 2022).

The results presented in this document summarize findings from 8 reviews and meta-analyses, 29 original studies, 18 agency reports, and 4 articles reflecting current evidence from 133 countries. We prioritized global data, but some research primarily focuses on trends in the United States, Brazil, China, and Germany. We recognize this limited geographic scope creates bias, and hope this work inspires research and data sharing on this topic in underrepresented regions.

Updated Date

Deploy Distributed Solar PV

Sector
Electricity
Image
Image
Solar panels on house roof
Coming Soon
Off
Summary

Distributed solar photovoltaic (PV) systems are small-scale solar PV systems – usually under 1 MW, and installed near the point of use, such as on homes, businesses, or local facilities – that generate electricity for on-site consumption or local grid supply. This solution reduces reliance on centralized fossil-fuel power, cutting GHG emissions and minimizing transmission losses. There are various configurations of distributed solar PV systems; our analysis includes residential systems on homes, commercial and industrial (C&I) systems on businesses or institutions, and mini-grid solar PV systems, which are often coupled with storage.

Description for Social and Search
Deploy Distributed Solar PV is a Highly Recommended climate solution.
Overview

An estimated 23% of GHG emissions on a 100-yr basis comes from electricity generation annually (Clarke et al., 2022). In 2022, more than 60% of global electricity generation came from fossil fuel–based energy sources (International Energy Agency [IEA], 2024a). Since solar is a clean and renewable resource, distributed solar PV does not contribute to GHG emissions or air pollution while generating electricity. Deploy Distributed Solar PV reduces the need for electricity generation from fossil fuels, which reduces emissions of CO₂ as well as smaller amounts of methane and nitrous oxide

Distributed solar PV systems are decentralized energy systems that generate electricity from sunlight at or near the point of use. These systems are commonly installed on residential, commercial, and institutional rooftops, converting solar radiation directly into usable electricity through PV cells. These cells are grouped into modules, which in turn form panels and arrays (U.S. Department of Energy [DOE], n.d.) that deliver electricity to consumers (Figure 1). Their modular nature allows flexible system sizing, making distributed solar PV well-suited to varying energy demands, rooftop space, and financial capacity. Distributed solar PV systems are typically installed and operated by homeowners, businesses, municipalities, and third-party service providers. 

Figure 1. Distributed solar PV systems are commonly installed on residential, commercial, and institutional rooftops, converting solar radiation directly into usable electricity. Photovoltaic cells are grouped into modules, which in turn form panels and arrays that deliver electricity to consumers for on-site use. In some cases, excess generation can be exported to the grid. Modified from Engineering Discoveries (n.d.).

Image
Diagram showing solar photovoltaic on a grid system

Source: Engineering Discoveries. (n.d.). Solar power plant main components, working, advantages and disadvantages.

The primary climate benefit of distributed solar PV is the reduction of CO₂ emissions. By generating zero-emissions electricity on-site, these systems displace electricity that would otherwise be supplied by fossil fuel–based grid power and reduce demand on electricity transmission from power plants to consumers. In doing so, distributed solar PV also avoids upstream emissions of methane and nitrous oxide associated with the extraction, transportation, and combustion of fossil fuels.

A significant number of distributed solar PV systems supply electricity directly to the buildings where they are installed, which offsets grid demand and lowers electricity bills for PV owners. In some cases, excess generation can be exported to the grid, contributing to the broader renewable electricity mix and reducing peak loads and system cost (Rahdan et al., 2024). Distributed solar PV systems therefore provide both emissions reductions and grid benefits (Tran et al., 2023; Uzum et al., 2021; Zhang et al., 2025). 

Although distributed solar PV systems typically have lower capacity factors than utility-scale solar systems, they require less land, avoid transmission losses, and enable clean electricity access in urban, peri-urban, and rural areas. Implementation is primarily led by households, small businesses, public entities, and local developers. Governments and utilities often provide incentives such as subsidies, feed-in tariffs, or tax credits to stimulate deployment. Continued cost declines – especially in balance-of-system (BoS) and soft costs like labor and permitting – are expected to increase adoption. Distributed solar PV offers a scalable, low-carbon electricity solution that supports both climate mitigation and energy equity.

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Alboaouh, K. A., & Mohagheghi, S. (2020). Impact of rooftop photovoltaics on the distribution system. Journal of Renewable Energy1, Article 4831434. Link to source: https://doi.org/10.1155/2020/4831434

Al-Hanoot, A. K., Mokhlis, H., Mekhilef, S., Alghoul, M., Shareef, H., & Samatar, A. M. (2024). Distributed PV systems in Saudi Arabia: Current status, challenges, and prospects. Energy Strategy Reviews55, Article 101535. Link to source: https://doi.org/10.1016/J.ESR.2024.101535

Barbose, G. L., Darghouth, N. R., O’Shaughnessy, E., & Forrester, S. (2023). Tracking the sun: Pricing and design trends for distributed photovoltaic systems in the United States [PowerPoint slides]. Link to source: https://eta-publications.lbl.gov/sites/default/files/5_tracking_the_sun_2023_report.pdf

Bistline, J. E. T., & Watten, A. (2025). Emissions reductions of rooftop solar are overstated by approaches that inadequately capture substitution effects. Nature Climate Change15, 1173–1175. Link to source: https://doi.org/10.1038/s41558-025-02459-y

Biswas, A., Qiu, M., Braun, D., Dominici, F., & Mork, D. (2025). Quantifying effects of solar power adoption on CO2 emissions reduction. Science Advances11(31), Article eadq5660. Link to source: https://doi.org/10.1126/sciadv.adq5660

Buonocore, J. J., Hughes, E. J., Michanowicz, D. R., Heo, J., Allen J. G., & Williams, A. (2019). Climate and health benefits of increasing renewable energy deployment in the United States. Environmental Research Letters14(11), Article 114010. Link to source: https://doi.org/10.1088/1748-9326/ab49bc 

Candelise, C., Saccone, D., & Vallino, E. (2021). An empirical assessment of the effects of electricity access on food security. World Development141, Article 105390. Link to source: https://doi.org/10.1016/j.worlddev.2021.105390

Clarke, L., Wei, Y.-M., De La Vega Navarro, A., Garg, A., Hahmann, A. N., Khennas, S., Azevedo, I. M. L., Löschel, A., Singh, A. K., Steg, L., Strbac, G., & Wada, K. (2022). Energy systems. In P. R. Shukla, J. Skea, R. Slade, A. Al Khourdajie, R. van Diemen, D. McCollum, M. Pathak, S. Some, P. Vyas, R. Fradera, M. Belkacemi, A. Hasija, G. Lisboa, S. Luz, & J. Malley (Eds.), Climate change 2022: Mitigation of climate change. Contribution of working group III to the sixth assessment report of the intergovernmental panel on climate change (pp. 613–746). Cambridge University Press. Link to source: https://doi.org/10.1017/9781009157926.008 

Cook, T., Shaver, L., & Arbaje, P. (2018). Modeling constraints to distributed generation solar photovoltaic capacity installation in the US Midwest. Applied Energy210, 1037–1050. Link to source: https://doi.org/10.1016/J.APENERGY.2017.08.108

Cubi, E., Zibin, N. F., Thompson, S. J., & Bergerson, J. (2016). Sustainability of rooftop technologies in cold climates: Comparative life cycle assessment of white roofs, green roofs, and photovoltaic panels. Journal of Industrial Ecology20(2), 249–262. Link to source: https://doi.org/10.1111/JIEC.12269

de La Beaumelle, N. A., Blok, K., de Chalendar, J. A., Clarke, L., Hahmann, A. N., Huster, J., Nemet, G. F., Suri, D., Wild, T. B., & Azevedo, I. M. L. (2023). The global technical, economic, and feasible potential of renewable electricity. Annual Review of Environment and Resources48, 419–449. Link to source: https://doi.org/10.1146/annurev-environ-112321-091140 

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Credits

Lead Fellow

  • Michael Dioha, Ph.D.

Contributors

  • Ruthie Burrows, Ph.D.

  • James Gerber, Ph.D.

  • Daniel Jasper

  • Megan Matthews Ph.D.

  • Alex Sweeney

Internal Reviewers

  • Al-Amin Bugaje, Ph.D.

  • James Gerber, Ph.D.

  • Amanda D. Smith, Ph.D.

Effectiveness

Based on IEA World Energy Balances, global emissions from electricity generation accounted for an estimated 530 kg CO₂‑eq /MWh (540 kg CO₂‑eq /MWh, 20-yr basis; IEA, 2024a; see Methodology: Appendix A for calculation details). To convert from MWh to MW, we used the median global average capacity factor for distributed solar PV of 14% (Jacobson et al., 2017). Distributed solar PV is estimated to reduce emissions by 650 t CO₂‑eq /MW/yr (660 t CO₂‑eq /MW/yr, 20-yr basis; Table 1).

Table 1. Effectiveness at reducing emissions.

Unit: t CO₂‑eq /MW installed capacity/yr, 100-yr basis

Estimate 650
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We assumed that newly installed distributed solar PV displaces an equivalent MWh of the global electricity grid mix. We then assumed the reduction in emissions from additional distributed solar PV capacity was equal to emissions (per MWh) from the 2023 global electricity grid mix (IEA, 2024a). Since new distributed solar PV does not displace an equivalent MWh of the global grid mix, actual avoided emissions will depend on conditions of the local grid at a particular time and place, including the level of solar already deployed, regional solar radiation, and grid carbon intensity. As a result, our global effectiveness estimate may differ significantly from regional estimates. Studies in the United States show that for 2007–2015, avoided emissions from solar were approximately 0.5 t CO₂ /MWh (613 t CO₂ /MW/yr; Millstein et al., 2017), and a 15% increase in deployment avoided 8.54 Mt CO₂ /yr (Biswas et al., 2025). For regions that rely heavily on fossil-fuel generators for electricity generation, widespread adoption of distributed solar PV could cut emissions much more than estimated here (Sustainable Energy for All, 2024). 

Distributed solar PV systems have no operational emissions and low life-cycle GHG footprints. We excluded carbon payback time and embodied life-cycle emissions from manufacturing, transport, installation, and end-of-life processing in our estimates of effectiveness and climate impacts. Life-cycle emissions of rooftop solar PV systems were 25.5–42.9 g CO₂‑eq /kWh, depending on the module technology used (IEA-PVPS, 2022). This is significantly lower than fossil fuel–based electricity generation, which can exceed 1,000 g CO₂‑eq /kWh (Gibon et al., 2021).

Cost

We estimated a mean levelized cost of electricity (LCOE) for distributed solar PV of US$145/MWh based on two key industry reports (International Renewable Energy Agency [IRENA], 2020; IEA & NEA, 2020; see Methodology: Appendix A for details). LCOE values represent the average cost of producing one MWh of electricity over the operational lifetime of a power plant, allowing investors to compare their expected revenue to a standard set of costs. International agencies have used this cost metric to estimate total costs of power generation technologies, incorporating installed capital costs, operation and maintenance, project lifespan, and energy output.

While distributed solar PV generally carries a higher cost per MWh than utility-scale solar (IRENA, 2020), rapid declines in cost have been observed across rooftop and mini-grid markets. Residential rooftop PV systems, for instance, saw their average LCOE drop from US$0.301/kWh (US$301/MWh) in 2010 to US$0.063/kWh (US$63/MWh) in 2019 – a 79% reduction driven by falling module prices, better installation methods, and policy support (IRENA, 2020). Similarly, commercial-scale rooftop PV (≤500 kW) achieved its lowest country-level LCOEs – of US$0.062/kWh (US$62/MWh) in India, and US$0.064/kWh (US$64/MWh) in China – during the same period (IRENA, 2020).

Methods and Supporting Data

Methods and Supporting Data

Learning Curve

Distributed solar PV exhibits a pronounced learning curve, most clearly reflected in the steady decline of solar module prices as global deployment expands. The median learning rate for PV modules is estimated at 34%, meaning module prices fall by roughly one-third with every doubling of installed capacity (Table 2). Significant economies of scale over the past decade have driven an even steeper learning rate of 42% (Masson et al., 2024). Similarly, a historical assessment (Philipps & Warmuth, 2025) found that module prices have decreased by 25.7% per doubling over the past 44 years, reinforcing the scale-driven cost reduction dynamics in the distributed solar market. Our estimated learning rate is based on trends of the past decade, while a longer historical estimate would reveal lower learning rates.

Table 2. Learning rate: drop in cost per doubling of the installed solution base, 2010–2023.

Unit: %

25th percentile 30
Mean 34
Median (50th percentile) 34
75th percentile 38
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Looking forward, the pace of module cost decline is expected to slow somewhat. According to the DNV 2024 Energy Transition Outlook (DNV, 2024), the current global learning rate for module costs is about 26%, but projections suggest this rate will slow to around 17% by 2050 as cost components stabilize and the largest gains from scaling are realized. 

In addition to modules, distributed solar PV costs are significantly influenced by BoS components, which include inverters, racking, labor, permitting, and customer acquisition. While these costs are more localized and less exposed to global manufacturing dynamics, they have also followed a learning trajectory. Elshurafa et al. (2018) analyzed BoS costs across more than 20 countries and found a global learning curve of 89%, corresponding to a BoS learning rate of 11%. This is lower than the module rate but nonetheless meaningful – especially in markets where soft costs dominate. 

In the United States, residential distributed solar PV system costs fell 76% between 2010 and 2024, while commercial rooftop PV system costs declined 84% during the same period (Ramasamy et al., 2025). These reductions reflect improvements in module efficiency, digital tools for system design and sales, streamlined installation, and, in some regions, lower permitting and inspection costs.

Still, challenges remain. In mature distributed markets such as the United States, costs other than hardware – such as labor, permitting, interconnection fees, and customer acquisition – continue to account for the majority of overall system prices (Barbose et al., 2023; Dong et al., 2023). 

Speed of Action

The term speed of action refers to how quickly a climate solution physically affects the atmosphere after it is deployed. This is separate from the speed of deployment, which is the pace at which solutions are adopted.

At Project Drawdown, we define the speed of action for each climate solution as emergency brake, gradual, and delayed.

Deploy Distributed Solar PV is a GRADUAL climate solution. It has a steady, linear impact on the atmosphere. As installed capacity of distributed solar PV increases over time, emissions from electricity generation are expected to decrease, assuming solar and other renewables displace fossil fuel sources.

Caveats

One limitation is our assumption that each additional MWh from distributed solar PV displaces an equivalent MWh from the grid. In practice, without net metering or export compensation, generation from distributed systems may not be fully recognized or integrated into the grid – meaning those MWh might not contribute to net electricity flows or emissions displacement. In such cases, any solar output not exported to the grid cannot contribute to grid-level emissions benefits. Owners of distributed solar PV systems are eligible to claim renewable energy certificates (RECs), but if they don’t do so, their utility may instead claim the RECs on their behalf without reducing emissions from their electricity generation. While RECs are used most widely in the United States, this additionality concern could impact any international energy market that also has tradable renewable energy certificates (NREL, 2015). 

Our definition of distributed solar PV includes both rooftop systems and mini-grids, many of which are coupled with battery storage. However, our aggregated analysis does not fully differentiate between these diverse configurations, nor does it account for their varying operational patterns, grid interactions, or backup roles. These differences are important but difficult to capture within the scope of this analysis. Consequently, the results presented should be interpreted as a high-level approximation rather than a detailed assessment of all distributed solar PV system types.

Distributed solar PV implementation comes with several limitations and uncertainties. One concern is whether new installations meaningfully reduce emissions. In regions where the electricity grid is already low-carbon or underused, adding distributed solar may have limited climate impact.

The long-term impact of distributed solar also depends on system reliability, maintenance, and policy stability. Poorly maintained systems may underperform and sudden policy changes – such as the removal of net metering or the elimination of tax credits – can reduce uptake (Gautier & Jacqmin, 2020; Leite et al., 2024; Venkatachalam et al., 2025). In many low-income regions specifically, high up-front costs, limited access to financing, and insufficient technical capacity can hinder large-scale adoption (Ukoba et al., 2024). Even when demand exists in these regions, supply chain limitations, lack of skilled labor, and inconsistent regulatory frameworks may slow progress.

Technical challenges also arise with increasing deployment. Variability in distributed solar PV generation can lead to voltage instability in distribution networks (Cook et al., 2018; Impram et al., 2020; Tamimi et al., 2013), especially when systems are not paired with smart inverters or batteries. Although emissions from manufacturing and disposal of solar PV panels are relatively lower than those from fossil fuel power, they are not zero. Another technical caveat is the growing concern of e-waste, particularly for off-grid and rural PV deployments. A recent prospective material flow analysis across 15 West African countries estimates that cumulative PV waste could reach 2.3 to 7.8 Mt by 2050, with about 70% originating from off-grid systems (Dong et al., 2025).

Current Adoption

We estimated current adoption of distributed solar PV based on IEA reports (IEA, 2023; Masson et al., 2024). As of 2023, the global installed capacity for distributed solar PV reached approximately 708,000 MW (Table 3). Although we used 2023 as our baseline for current adoption, an estimated additional 182,000 MW of distributed solar PV capacity was installed in 2024 – bringing the global total to more than 890,000 MW (IEA, 2023).

Table 3. Current adoption level, 2023.

Unit: MW installed capacity

25th percentile 702,000
Mean 708,000
Median (50th percentile) 708,000
75th percentile 715,000
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From 2011–2016, the global distributed solar PV market remained relatively stable, with annual installations ranging between 16 and 19 GW (Masson et al., 2024). This trend shifted significantly when China expanded its domestic distributed solar PV sector, implementing policy and infrastructure measures that nearly doubled market capacity between 2016 and 2018. By 2023, global distributed solar PV installations had reached 189.0 GW annually – up from 177.7 GW of new capacity added in 2022 (Masson et al., 2024). In recent years, many countries, particularly in Europe, have adopted collective and distributed self-consumption models as a new framework for residential and commercial electricity customers. This approach increases access to self-generated renewable electricity, even for consumers unable to install their own PV systems. 

Off-grid solar PV applications are expanding too, primarily driven by rural electrification efforts across Asia, Africa, and parts of South America (World Bank Group, 2024). In many remote areas, especially in Africa and Asia, off-grid and mini-grid systems with storage serve as viable alternatives to grid extension or as interim solutions before future grid connections. For further details, see the Geographic Guidance section.

Adoption Trend

Based on the IEA’s solar PV power capacity in the Net Zero Scenario (IEA, 2023), we calculated the global adoption trend by summing global adoption for each year 2015–2023 and taking the year-to-year difference. Comparing year-to-year global adoption, the median global adoption trend was adding 54,000 MW/yr of installed capacity, but expansion was unevenly distributed geographically (Table 4, Figure 2).

Figure 2. Global adoption of distributed solar PV, 2015–2023.

Source: International Energy Agency. (2023). Solar PV power capacity in the Net Zero Scenario, 2015-2030. License: CC BY 4.0

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Table 4. Adoption trend, 2015–2023.

Unit: MW installed capacity/yr

25th percentile 40,300
Mean 72,400
Median (50th percentile) 54,000
75th percentile 80,800
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Global distributed solar PV deployment more than sextupled between 2015 and 2023, growing from 116 GW to 695 GW of installed capacity (Figure 2; IEA, 2023). Growth in the mid-2010s was relatively moderate, with yearly additions rising gradually from 19 GW in 2016 to 45 GW by 2019. However, a notable acceleration began after 2020. Annual capacity additions jumped from 63 GW in 2020 to 192 GW in 2023 – more than tripling in just three years (IEA, 2023). This surge reflects growing policy support, cost declines, and higher demand for behind-the-meter solar solutions. The rolling trendline since 2015 now averages 72 GW/yr, nearly double the average before 2020. This trend is likely to continue as distributed solar PV continues to gain ground in both developed and emerging markets.

Adoption Ceiling

For this analysis, we adopt a global median estimate of 17.4 million MW installed capacity as the adoption ceiling for distributed solar PV (Table 5). The adoption ceiling for distributed solar PV is determined by the global technical potential of rooftop surfaces, parking structures, and other built environments suitable for solar PV deployment. Unlike utility-scale systems that require dedicated land, distributed solar PV leverages existing infrastructure – primarily the rooftops of residential, commercial, and government buildings.

Estimates of the technical potential for distributed solar PV vary considerably across the literature, reflecting differences in study period, system types included, and methodological approaches. Despite these variations, recent global assessments converge on the view that rooftop and other distributed solar PV systems offer substantial potential, though they are constrained by surface area availability and system efficiencies. A meta-analysis by de La Beaumelle et al. (2023) reported rooftop solar PV technical potential ranging from 6 PWh/yr to 69 PWh/yr, with a median of 15.8 PWh/yr and an average of 21.1 PWh/yr (de La Beaumelle et al., 2023). Another study estimated the global net energy potential from rooftop PV at 7.81 PWh/yr for residential rooftops and 8.02 PWh/yr for commercial rooftops. Similarly, Deng et al. (2015) estimated the global technical potential of rooftop PV systems at 33.6 PWh/yr, with an additional 25 PWh/yr from building facades (Deng et al., 2015), while Joshi et al. (2021) identified approximately 0.2 million km2 of suitable rooftop area from 130 million km2 of global land surface, corresponding to an estimated electricity generation potential of 27 PWh/yr (Joshi et al., 2021).

Key constraints to distributed solar PV adoption include rooftop suitability (such as shading, tilt, and orientation), grid integration, permitting hurdles, and up-front costs (Sengupta et al., 2024; Masson et al., 2025). While these barriers may limit near-term deployment, innovations like building-integrated photovoltaics, virtual net metering, and smart inverters offer pathways to expand deployment.

Table 5. Adoption ceiling: upper limit for adoption.

Unit: MW installed capacity

25th percentile 12,400,000
Mean 23,400,000
Median (50th percentile) 17,400,000
75th percentile 28,500,000
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Achievable Adoption

The IEA’s World Energy Outlook (WEO) 2024 presented several scenarios that explored future energy pathways under different assumptions about policies, technologies, and markets (IEA, 2024b). For this analysis, we defined the adoption achievable range for distributed solar PV based on the Stated Policies Scenario (STEPS) and the Announced Pledges Scenario (APS) (IEA, 2024b). However, the WEO does not explicitly distinguish between distributed and utility-scale solar PV in its projections. To bridge this gap, we conducted a simple linear projection using historical deployment trends to estimate the likely share of distributed solar PV within total solar PV capacity. Our analysis suggests that by 2050, distributed solar PV could represent approximately 26% of all solar PV deployment. This finding is consistent with IRENA’s REmap analysis, which projects that utility-scale systems will account for 60–80% of global solar PV capacity by mid-century (IRENA, 2019). Accordingly, for our study we assume that 26% of the IEA’s projected solar PV deployment in 2050 will come from distributed solar PV systems. This provides a reasonable basis for estimating achievable adoption, while aligning with both historical patterns and complementary international assessments.

Achievable – Low

The low achievable adoption level is based on STEPS, which reflects the current trajectory of distributed solar PV expansion under existing and announced policies. In this scenario, assuming distributed solar PV projects account for 26% of total solar PV capacity, global capacity is projected to grow about sixfold, from 708,000 MW in 2023 to approximately 4.30 million MW by 2050 (Table 6). This corresponds to an average compound annual growth rate (CAGR) of 7.3%.

Table 6. Range of achievable adoption levels.

 Unit: MW installed capacity

Current adoption 708,000
Achievable – low 4,300,000
Achievable – high 5,300,000
Adoption Ceiling 17,400,000
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Achievable – High

The high achievable adoption level is based on APS, which assumes the same policy framework as STEPS, plus full realization of announced national energy and climate targets, including net-zero commitments supported by stronger clean energy investments. Under this scenario, distributed solar PV capacity is projected to increase approximately sevenfold from 708,000 MW in 2023 to approximately 5.30 million MW by 2050 (Table 6), requiring a CAGR of 8% over the same period.

Using our adoption ceiling of 17.4 million MW, the current adoption of distributed solar PV constitutes approximately 4.1% of its technical potential. The achievable adoption range, as calculated, is 24.8–30.3% of this potential.

Based on baseline global adoption and effectiveness, we estimated the current total climate impact of distributed solar PV to be approximately 0.46 Gt CO₂‑eq (0.47 Gt CO₂‑eq , 20-yr basis) of reduced emissions per year (Table 7). We estimated future climate impacts using the emissions from the 2023 baseline electricity grid; actual emissions reductions could differ depending on how the emissions intensity of electricity generation changes over time. 

Table 7. Climate impact at different levels of adoption.

Unit: Gt CO₂‑eq/yr, 100-yr basis

Current adoption 0.46
Achievable – low 2.8
Achievable – high 3.5
Adoption Ceiling 11
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Climate impacts are highly uncertain. They will vary depending on actual emissions intensity, as well as future development of electricity grids, markets and policies, and enabling technologies, like batteries. As solar and other renewables grow to represent an increasingly high percentage of power generation sources, grid emissions are expected to decrease (DNV, 2024; IEA, 2024b), so the climate impacts presented here are likely overestimates. Additionally, in regions with significant solar radiation where utility-scale solar PV is competitive, increased adoption of distributed solar PV could displace utility-scale PV without reducing emissions (Bistline & Watten, 2025). Assuming the existing and announced policies of countries around the world for distributed solar PV installation are backed with adequate provisions for implementation, global adoption could reach 4 million MW by 2050 – resulting in an increased emissions reduction of approximately 2.8 Gt CO₂‑eq/yr (2.9 Gt CO₂‑eq/yr, 20-yr basis). Assuming full realization of all national energy and climate targets (including net-zero commitments) with the support of stronger clean energy investments, distributed solar PV adoption could reach 5 million MW by 2050, which would lead to an estimated 3.5 Gt CO₂‑eq/yr (3.5 Gt CO₂‑eq/yr, 20-yr basis) of reduced emissions. 

We based the adoption ceiling solely on the technical potential of distributed solar PV, while neglecting social and economic constraints and realistic scenarios of future power demand (Dioha et al., 2025). Distributed solar PV installed capacity is unlikely to reach 17 million MW, but if current grid emissions remained constant while capacity increased, GHG emission reductions would be approximately 11 Gt CO₂‑eq/yr (11 Gt CO₂‑eq/yr, 20-yr basis). This maximum is unrealistic as a forward-looking climate impact because it treats grid carbon intensity as permanently fixed at 2023 levels and ignores future decarbonization and corresponding decreases in marginal avoided emissions.

Additional Benefits

Extreme Weather Events

Rooftop PV systems and mini-grids have the potential to supply electricity when the grid is unstable, improving resilience during or after extreme weather events (Galvan et al., 2020; NREL, 2014).

Income and Work

Solar PV can have a positive effect on the economy because it accounts for 44% of renewable energy jobs globally and is the fastest-growing sector of renewable energy employment (IRENA, 2024). In the United States as of 2021, solar PV employed about 250,000 full-time workers, mainly in the installation, project development, and manufacturing sectors (Gadzanku et al., 2023). The National Renewable Energy Laboratory (NREL) projected that about 509,000–757,000 jobs for both utility- and distributed-scale solar PV will be added by 2030 in the United States (Truitt et al., 2022).

Factors such as local policies that allow for net metering, tax credits, weather, and the price of electricity can determine individual cost benefits and payback periods of distributed solar (Sexton et al., 2018; Vaishnav et al., 2017). After the initial investment, consumers see savings in their monthly electricity bills (NREL, 2018).

Distributed solar PV can provide access to electricity in rural areas of low- and middle-income countries (Kumar et al., 2019). Enhanced access to electricity in these countries can foster economic development of agricultural communities and increase farmer incomes (Candelise et al., 2021; Saha, 2025).

Food Security

Improved electricity access through distributed solar PV can also enhance food production and ensure resilience of agricultural systems in low- and middle-income countries (Ukoba et al., 2024). Improved electricity access strengthens food security by providing refrigeration for perishable food, ensuring higher food quality, and reducing food loss (Candelise et al., 2021; Ukoba et al., 2024).

Energy Availability

Distributed solar PV can provide electricity to households and communities where expanding grid electricity would prove too expensive or physically inaccessible (Kannan & Vakeesan, 2016; Kumar et al., 2019; Maka & Alabid, 2022). Using distributed mini-grids as a source of electricity is especially applicable to low- and middle-income countries with abundant solar resources (Maka & Alabid, 2022). For example, distributed rooftop solar has been an important source of electricity access in Bangladesh, where rooftop PV systems provide electricity to about 12% of the population (Kumar et al., 2019).

Health

Improvements in air quality offer health benefits from reduced air pollution exposure, including reduced premature mortality. The magnitude and distribution of these benefits depend on the local electricity grid mix, the fuels used to generate electricity, and atmospheric conditions that determine how far pollutants travel from emission sources (Buonocore et al., 2019). Regions with a higher proportion of coal-powered electricity generation will often see more health benefits (Buonocore et al., 2019). These health benefits often translate into cost savings associated with reductions in hospital admissions, improved respiratory and cardiovascular conditions, and work and school days that might have otherwise been missed due to illness (Millstein et al., 2017; Wiser et al., 2016). A study of the health benefits of distributed solar PV in eastern China found that reductions in air pollution were linked to a 1.2% decrease in air pollution–related premature mortality (Yang et al., 2018). Distributed solar PV can provide electricity to power electric cookstoves, which can reduce morbidities linked to poor indoor air quality (Jhunjhunwala & Kaur, 2018).

Increasing energy availability through distributed solar PV has important implications for health-care delivery in rural communities in low- and middle-income countries. By providing electricity access to health clinics located in hard-to-reach areas, mini-grid or rooftop PV systems can improve health services (Maka & Alabid, 2022; Soto et al., 2022; Ukoba et al., 2024). Electricity is essential for health-care services such as lighting during procedures, refrigeration of vaccines, sterilization of devices, and medical imaging, which can impact infection rates, neonatal mortality, and surgical outcomes (Soto et al., 2022). PV systems can deliver stable electricity to health clinics in low- and middle-income countries, which often experience power outages due to grid instability or natural disasters (Soto et al., 2022). 

Air Quality

Solar PV reduces air pollutants released from fossil-fuel energy generation, thereby avoiding the emission of pollutants such as nitrogen oxides, sulfur dioxide, and PM2.5 associated with burning coal and natural gas (Abel et al., 2018; Millstein et al., 2024; Millstein et al., 2017; Wiser et al., 2016). The amount and type of air pollutants avoided will vary regionally depending on the fossil fuel type that PV displaces (Gallagher & Holloway, 2020). For example, since coal has different emissions than gas, regions with higher levels of coal-powered electricity will experience different air quality benefits than regions with more gas-powered electricity (Millstein et al., 2017). Pollutants can be transported for long distances depending on meteorological conditions, so air pollution benefits can be widespread (Millstein et al., 2024).

Risks

A significant risk of implementing distributed solar PV involves changes or instability in policy, especially pertaining to compensation schemes such as net metering and feed‑in tariffs. The economic viability of rooftop solar systems often hinges on favorable tariff or compensation rules; when these policies are reduced or withdrawn, investment returns drop markedly. For example, a 2018 report from IEA‑PVPS shows that many emerging economies have laws enabling net metering, but suffer from delays in implementation or weak compensation levels, which limit residential uptake of rooftop PV systems under self‑consumption policies (Roux & Shanker, 2018).

Another risk is the structure of electricity rates and fixed charges. A study of the impact of fixed charges on the viability of self‑consumption found that high fixed or volumetric charges in retail tariffs can dramatically reduce the financial benefit of self‑consumed PV generation, particularly when surplus PV electricity exported to the grid receives little or no compensation (Solano et al., 2018). These risks combine to lower the real output and emissions reduction potential of distributed PV. When policies incentivize self-consumption rather than exporting electricity to the grid, a greater proportion of the PV-generated electricity is used; however, policies that reduce the financial benefit of PV generation can stymie adoption.

Interactions with Other Solutions

Reinforcing

Increased availability of renewable energy from distributed solar PV helps reduce emissions from the electricity grid as a whole. Reduced emissions from the electricity grid leads to lower downstream emissions for solutions that rely on electricity use from the grid. Deploying distributed solar PV also supports increased integration of offshore and onshore wind turbines by diversifying the renewable energy mix, and can alleviate reliability challenges associated with variability in wind alone. Increasing deployment of variable renewable sources like solar PV can also drive procurement of firm baseload power in the form of geothermal and hydropower sources.

Electrification of transportation will be more beneficial in reducing global emissions if the underlying electricity generation mix includes a higher proportion of non-emitting power sources. 

Competing

Distributed solar PV can compete with utility-scale solar PV, agrivoltaics, and wind energy for policy attention, subsidies, and grid access. Additionally, when many distributed solar PV systems are installed, they generate power during the day when the sun is shining. This can lower electricity prices at those times because solar power is cheap to produce. As a result, utility-scale solar PV and agrivoltaic power plants can earn less money from selling electricity.

Dashboard

Solution Basics

MW installed capacity

t CO₂-eq (100-yr)/unit/yr
650
units
Current 708,000 04.3×10⁶5.3×10⁶
Achievable (Low to High)

Climate Impact

Gt CO₂-eq (100-yr)/yr
Current 0.46 2.83.5
Gradual

CO₂ , CH₄, N₂O, BC

Trade-offs

Implementing distributed solar PV involves several trade-offs. Embodied emissions from module manufacturing, transport, installation, and decommissioning are estimated at 10–36 g CO₂‑eq /kWh or approximately 2–8% of typical grid electricity emissions (~530 g CO₂‑eq /kWh), which implies over 90% net savings per kWh generated (Schlömer et al., 2014; Smith et al., 2024). Manufacturing using coal-intensive grids increases embodied emissions, highlighting the necessity of decarbonizing supply chains (Gan et al., 2023; Pehl et al., 2017). These emissions could reduce the net climate benefit, especially when displacing grid electricity from other renewables. 

The temporal variability of solar energy also creates trade-offs. When demand peaks in evening hours, non-solar energy sources ramp up generation, which could lead to increases in marginal emissions (Gagnon & O’Shaughnessy, 2024). In regions with high solar deployment, increased adoption of distributed solar PV could displace utility-scale solar generation, since both operate diurnally, resulting in no net reduction in grid emissions (Bistline & Watten, 2025). However, adoption of distributed solar can be very beneficial in low- and middle-income countries, as well as in places where utility-scale projects face interconnection constraints, permitting issues, or other challenges that limit adoption (Zhang et al., 2025). 

Another trade-off arises when limited rooftop space is used for PV infrastructure instead of alternative uses, such as cool or green roofs, or cooling/HVAC systems, which could offer thermal insulation or carbon sequestration benefits (Cubi et al., 2016; Kazemian & Xiang, 2025). 

Action Word
Deploy
Solution Title
Distributed Solar PV
Classification
Highly Recommended
Lawmakers and Policymakers
  • Set ambitious long-term renewable energy goals and incorporate them into national climate plans and multilateral agreements; design national electrification guidelines for technicians to enable renewable energy goals.
  • Ensure regulatory frameworks around solar are strong and enforced, while also being accessible and timely; coordinate solar power policies horizontally (e.g., across agencies) and vertically (e.g., across subnational, national, and international efforts); seek to align social and environmental safeguards and streamline permitting processes.
  • Streamline regulations such as permitting for renewable energy projects, including both distributed solar and mini-grids; standardize documents for regular engagements, such as templates for power purchase agreements.
  • Provide incentives to consumers, such as subsidies (especially to reduce up-front cost), feed-in tariffs, tax credits, grants, waived grid connection fees, and forgivable or concessional loans; simultaneously allow for grid injections and net-metering schemes; ensure policies and incentives are long term and will remain stable for at least five years; use similar financial incentives for supporting equipment manufacturers, such as those that produce batteries and inverters.
  • Offer incentives such as subsidies and tax credits to manufacturers, operators, developers, and other relevant actors; as the market matures and becomes competitive, gradually reduce these incentives to create long-term market stability.
  • Develop building codes and regulations to incentivize efficiency and self-consumption of PV-generated electricity, especially among new construction; require PV-ready buildings and infrastructure.
  • Implement carbon taxes and remove subsidies from fossil-fuel infrastructure; redirect those funds into renewable energy financing.
  • Implement or strengthen renewable portfolio standards, clean energy standards, or other similar policy mechanisms with carve-outs for distributed solar.
  • Consider using green bonds to finance mini-grids and/or de-risk markets.
  • Invest in and subsidize improvements to grid integration and flexibility, storage, and infrastructure to manage variable generation; deploy smart-grid technologies.
  • Work with industry to diversify supply chains; design incentives and policies to stimulate local or regional production and advance R&D for solar and related equipment such as batteries.
  • Earmark a percentage of financial incentives for low- and middle-income communities and/or countries; if relevant, provide technology transfers and capacity building in low- and middle-income countries.
  • Improve labor- and human-rights laws and standards around solar PV supply chains; enforce standards within industry – particularly for the extraction and use of critical minerals and panel manufacturing.
  • Ensure regulations allow for a variety of development models, such as build-own-operate, public-private partnerships, utility models, energy communities, and cooperatives.
  • Ensure strong quality control requirements for all stages of deployment, including resource extraction, manufacturing, installation, maintenance, and end-of-life service; create certification programs for each stage of the process.
  • Require or encourage manufacturers to provide minimum warranties; establish an independent grievance system to resolve customer disputes and help foster trust in the industry.
  • To the extent possible, regulate and standardize distributed panel components with the aim of facilitating self-installation and ensuring safety. 
  • Work with the private sector to develop workforce training programs; ensure capacity development for all stages of deployment, including end-of-life services; create certifications for the full spectrum of roles.
  • Ensure strong regulations are in place for end-of-life services; enact Extended Producer Responsibility (EPR) for manufacturers; work with industry to foster a market for used, refurbished, and recycled panels.
  • Join, create, or participate in public-private partnerships dedicated to de-risking markets, deployment, technology transfers, education, and other relevant areas.
  • Establish one-stop-shop educational programs that use online and in-person methods to educate industry and the public on regulations, benefits of solar, best practices for development, and other relevant information; ensure the material is both appropriate and sufficient for local contexts, paying particularly close attention to language barriers. 

Further information:

Practitioners
  • Conduct careful planning for installation, ensuring that panel tilt, maintenance, and shading are evaluated based on local climatic conditions and are accounted for properly.
  • Conduct regular maintenance and cleaning to enhance cost efficiency and energy savings, especially in arid climates.
  • Utilize geospatial and satellite data to gather information on landscape, market dynamics, and initial customer base.
  • When cost-effective, employ building-integrated photovoltaics, net metering/billing, batteries, and smart inverters.
  • Utilize pay-as-you-go, energy-as-a-service, and other financial models that offset high up-front costs for residential and off-grid customers.
  • Take advantage of government incentives such as subsidies, feed-in tariffs, auctions, tax credits, and contracts for difference; as the market matures and becomes competitive, seek to gradually reduce reliance on these incentives to create long-term market stability.
  • Offer periodic site visits and maintenance services; facilitate reselling of PV systems on the secondhand market.
  • Design distributed solar PV and mini-grid systems to be compatible with the main grid, even in areas far from the main grid, so as to allow for future connection. 
  • Consider providing feed-in tariffs or other financial incentives if they are not provided by the government; consider lease-to-own models.
  • Investigate using green bonds to finance public projects and mini-grids, or to de-risk markets.
  • Work with regulators and other industry leaders to standardize distributed panel components with the aim of facilitating self-installation and ensuring safety. 
  • Invest in strengthening grid integration and improving flexibility through expanded energy storage, upgraded infrastructure, and deployment of smart grid technologies to effectively manage variable renewable generation.
  • Reduce soft costs of customer acquisition with prediction models that use machine learning classifiers like XGBoost, which are trained on widely available socioeconomic data to identify households likely to adopt PV.
  • When developing mini-grids, work directly with the community as well as nonprofits and relevant businesses (such as appliance retailers) to help educate the community on the mini-grid’s capabilities and how to choose suitable appliances.
  • Work with the public sector to diversify supply chains; take advantage of incentives and policies that stimulate local or regional production and advance R&D.
  • Ensure supply chains comply with international labor and human rights laws and standards, particularly for the extraction of critical minerals, and panel manufacturing.
  • Seek to decarbonize the full life cycle – including supply chains, production, installation, recycling, and disposal – as much as possible.
  • Ensure strong quality control for all stages of deployment, including resource extraction, manufacturing, installation, maintenance, and end-of-life service.
  • Work with the public sector and private organizations to develop workforce training programs; ensure capacity development for all stages of deployment, including end-of-life services.
  • Adhere to regulations regarding end-of-life servicing; adopt extended producer responsibility and high-integrity end-of-life servicing standards if no policy framework exists.
  • Invest directly into, and help develop, recycling infrastructure for solar panels.
  • Participate in voluntary agreements with government bodies to increase policy support for solar capacity and power generation.
  • Stay abreast of, and engage with, changing policies, regulations, zoning laws, tax incentives, and related developments to help remove commercial barriers.
  • Join, create, or participate in public-private partnerships dedicated to deployment, technology transfers, education, de-risking markets, and other relevant areas.

Further information:

Business Leaders
  • Set ambitious long-term renewable energy goals and incorporate them into corporate net-zero strategies.
  • Install distributed solar panels when possible, focusing on available rooftops and parking lots.
  • Support long-term, stable contracts (e.g., Purchase Power Agreements) that de-risk investment in solar technologies and incentivize local supply chain development.
  • Take advantage of government incentives such as tax credits, if possible; seek to gradually reduce reliance on these incentives to create long-term market stability.
  • Invest in companies that produce, deploy, or provide end-of-life servicing for solar panels; seek to diversify and localize supply chains.
  • Invest in R&D and related technology, such as batteries.
  • Support workforce development programs, offer employee scholarships, and/or sponsor training for careers in solar power; ensure capacity development for all stages of deployment, including end-of-life services.
  • Offer pro bono business advice or general support for community solar projects, such as community-shared and cooperative business models.
  • Join, create, or participate in public-private partnerships dedicated to deployment, technology transfers, education, de-risking markets, and other relevant areas.

Further information:

Nonprofit Leaders
  • Install distributed solar panels when possible, focusing on available rooftops and parking lots.
  • Advocate for ambitious long-term national goals on solar and renewable energy; advocate to incorporate them into national climate plans and multilateral agreements; request national electrification guidelines for technicians.
  • Operate or help with equipment testing and certification systems, market information disclosures, and onsite supervision.
  • Conduct open-access research to improve the performance of solar PVs, forecasting, and related technologies.
  • Work with industry and government officials to help develop regulations and standards for distributed panel components, with the aim of facilitating self-installation and ensuring safety. 
  • Advocate for strong regulatory frameworks that are also accessible and timely; recommend coordinated solar power policies, both horizontally (e.g., across agencies) and vertically (e.g., across subnational, national, and international efforts); help align social and environmental safeguards and a streamlined permitting processes.
  • Call for government incentives for consumers such as subsidies (especially to reduce up-front cost), feed-in tariffs, tax credits, grants, waived grid connection fees, and forgivable or concessional loans; help ensure regulations allow for grid injections and net-metering schemes; advocate for long-term policies and incentives that will remain stable for at least five years; call for similar financial incentives for supporting equipment manufacturers, such as those that produce batteries and inverters.
  • Urge governments to provide incentives – such as subsidies, feed-in tariffs, auctions, tax credits, and contracts for difference – to manufacturers, operators, developers, and other relevant actors; recommend gradual reductions of these incentives to create long-term market stability.
  • Campaign for public investments in improvements to grid integration and flexibility, storage, and infrastructure to manage variable generation.
  • Call for a percentage of public financing to be earmarked for low- and middle-income communities and/or countries.
  • Help improve enforcement of labor and human rights laws and standards around solar PV supply chains – particularly for the extraction and use of critical minerals.
  • Help create or support community solar projects using a variety of models, such as build-own-operate, public-private partnerships, utility models, energy communities, and cooperatives.
  • Create resources and/or standards to improve quality control for all stages of deployment, including resource extraction, manufacturing, installation, maintenance, and end-of-life service; create and/or administer certification programs for each stage of the process.
  • Work with the public and private sectors to develop workforce training programs; ensure capacity development for all stages of deployment, including end-of-life services.
  • Urge governments and industry to adopt strong regulations for end-of-life services; call for extended producer responsibility; work with industry to foster a market for used, refurbished, or recycled panels.
  • Advocate for carbon taxes and the removal of subsidies from fossil-fuel infrastructure; recommend those funds be redirected into renewable energy.
  • Join, create, or participate in public-private partnerships dedicated to deployment, technology transfers, education, de-risking markets, and other relevant areas.
  • Establish one-stop-shop educational programs that use online and in-person methods to educate industry and the public on regulations, benefits of solar, best practices for development, and other relevant information; ensure the material is sufficient and appropriate for local contexts, paying particularly close attention to language barriers. 

Further information:

Investors
  • Offer low-interest loans and concessional financing for manufacturers, customers, developers, operators, and recyclers.
  • Invest directly in the development of mini-grid projects.
  • Invest in companies that produce, deploy, or provide end-of-life servicing for solar panels; seek to diversify and localize supply chains.
  • Invest in supporting infrastructures such as utility companies, grid development, and access roads.
  • Invest in green bonds and/or explore blended finance structures to mobilize capital for companies developing solar energy or supporting infrastructure.
  • Invest in the recycling infrastructure for solar panels and circular supply chains.
  • Invest in R&D, component technology, and related equipment, such as batteries.
  • Help de-risk energy transitions in low- and middle-income countries by offering low-interest loans, concessional financing, and/or, favorable terms.
  • Align investments with existing public-private partnerships, voluntary agreements, or voluntary guidance that may apply in the location of the investment.

Further information:

Philanthropists and International Aid Agencies
  • Provide catalytic financing for or help develop, distributed solar PV projects and mini-grids.
  • Award grants to enhance grid integration, flexibility, and reliability by supporting innovations in energy storage systems, advanced grid management, transmission infrastructure, and traditional infrastructure (such as access roads) that enable effective integration of solar PV generation.
  • Work with other philanthropies, investors, and implementers to develop standardized reporting mechanisms and create monitoring and evaluation frameworks.
  • Allow for extended program timelines to allow for mini-grid sector development and cost recovery. 
  • Support the development of component technology and related equipment, such as batteries.
  • Award grants to improve recycling infrastructure for solar panels, and build circular supply chains.
  • Facilitate partnerships to share solar technology and best practices between established and emerging markets, promoting energy equity and access.
  • Foster cooperation and technology transfer between low- and middle-income countries with emerging solar sectors.
  • Advocate for ambitious long-term national goals on solar and renewable energy; advocate to incorporate them into national climate plans and multilateral agreements; request national electrification guidelines for technicians.
  • Operate, fund, or support equipment testing and certification systems, and market information disclosures.
  • Conduct open-access research to improve the performance of solar PVs, forecasting, and related technologies.
  • Work with industry and government officials to help develop regulations and standards for distributed panel components, with the aim of facilitating self-installation and ensuring safety. 
  • Advocate for strong regulatory frameworks that are also accessible and timely; recommend coordinated solar power policies, both horizontally (e.g., across agencies) and vertically (e.g., across subnational, national, and international efforts); help align social and environmental safeguards and a streamlined permitting processes.
  • Advocate for a percentage of public financing to be earmarked for low- and middle-income communities and/or countries.
  • Help improve enforcement of labor and human-rights laws and standards around solar PV supply chains – particularly for the extraction and use of critical minerals.
  • Help create or support community solar projects using a variety of models, such as build-own-operate, public-private partnerships, utility models, energy communities, and cooperatives.
  • Create resources and/or standards to improve quality control for all stages of deployment, including resource extraction, manufacturing, installation, maintenance, and end-of-life service; create and/or administer certification programs for each stage of the process.
  • Work with the public and private sectors to develop workforce training programs; ensure capacity development for all stages of deployment, including end-of-life services.
  • Urge governments and industry to adopt strong regulations for end-of-life services; call for extended producer responsibility; work with industry to foster a market for used, refurbished, or recycled panels.
  • Join, create, or participate in public-private partnerships dedicated to deployment, technology transfers, education, de-risking markets, and other relevant areas.
  • Establish one-stop-shop educational programs that use online and in-person methods to educate industry and the public on regulations, benefits of solar, best practices for development, and other relevant information; ensure the material is sufficient and appropriate for local contexts, paying particularly close attention to language barriers.

Further information:

Thought Leaders
  • Install solar panels at home, at the office, and/or at other properties; share your experience and tips with neighbors and the broader community.
  • Advocate for ambitious long-term national goals on solar and renewable energy; advocate to incorporate them into national climate plans and multilateral agreements; request national electrification guidelines for technicians.
  • Operate or help with equipment testing and certification systems, market information disclosures, and onsite supervision.
  • Conduct open-access research to improve the performance of solar PVs, forecasting, and related technologies.
  • Work with industry and government officials to help develop regulations and standards for distributed panel components, with the aim of facilitating self-installation and ensuring safety. 
  • Advocate for strong regulatory frameworks that are also accessible and timely; recommend coordinated solar power policies, both horizontally (e.g., across agencies) and vertically (e.g., across subnational, national, and international efforts); help align social and environmental safeguards and a streamlined permitting processes.
  • Call for government incentives for consumers such as subsidies (especially to reduce up-front cost), feed-in tariffs, tax credits, grants, waived grid connection fees, and forgivable or concessional loans; help ensure regulations allow for grid injections and net-metering schemes; advocate for long-term policies and incentives that will remain stable for at least five years; call for similar financial incentives for supporting equipment manufacturers, such as those that produce batteries and inverters.
  • Urge governments to provide incentives – such as subsidies, feed-in tariffs, auctions, tax credits, and contracts for difference – to manufacturers, operators, developers, and other relevant actors; recommend gradual reductions of these incentives to create long-term market stability.
  • Campaign for public investments in improvements to grid integration and flexibility, storage, and infrastructure to manage variable generation.
  • Advocate for a percentage of public financing to be earmarked for low- and middle-income communities and/or countries.
  • Help improve enforcement of labor and human-rights laws and standards around solar PV supply chains – particularly for the extraction and use of critical minerals.
  • Help create or support community solar projects using a variety of models, such as build-own-operate, public-private partnerships, utility models, energy communities, and cooperatives.
  • Advocate for strong regulations for end-of-life services; advocate for extended producer responsibility; work with industry to foster a market for used, refurbished, or recycled panels.
  • Advocate for carbon taxes and the removal of subsidies from fossil-fuel infrastructure; recommend those funds be redirected into renewable energy.
  • Join, create, or participate in public-private partnerships dedicated to deployment, technology transfers, education, de-risking markets, and other relevant areas.
  • Establish one-stop-shop educational programs that use online and in-person methods to educate industry and the public on regulations, benefits of solar, best practices for development, and other relevant information; ensure the material is sufficient and appropriate for local contexts, paying particularly close attention to language barriers. 

Further information:

Technologists and Researchers
  • Continue advancing the performance of monocrystalline and polycrystalline silicon cells.
  • Improve cooperation between building automation systems and monitoring and control of PV systems.
  • Investigate the ability of PV to assist in frequency regulation and other ancillary services to maintain grid stability as more renewables displace conventional power plants.
  • Develop a platform that provides up-to-date and publicly available data on mini-grid operations, related policies, technologies, standards, and other relevant information.
  • Advance energy-storage systems technologies, such as battery, hydrogen, and gravity-based.
  • Improve manufacturing efficiencies such as larger wafer formats, enhanced cell architectures, and advanced wafer-processing techniques.
  • Advance the use of AI or other technological means for predictive analytics, forecasting, and power system control.
  • Improve recycling infrastructure and scalable technologies to repair, reuse, or recover materials from solar panels.
  • Create more heat-tolerant PV technologies and systems to reduce heat exposure and/or absorption.
  • Create better protection and cleaning systems for PV to preserve functionality during extreme weather, and in extreme environments – especially deserts. 
  • Improve related mining technologies for critical minerals, making the extraction process safer, less disruptive to local communities and ecosystems, and less energy-intensive.
  • Develop ways of eliminating, reducing, reusing, and/or safely disposing of hazardous by-products of PV manufacturing.
  • Research factors that lead to community acceptance and the role of distributed solar in a fair and just energy transition. 

Further information:

Communities, Households, and Individuals
  • Install solar panels at home, at the office, and/or at other properties; share your experience and tips with neighbors and the broader community.
  • If your community is not connected to the main grid, consider developing a local mini-grid.
  • Conduct careful planning for installation, ensuring panel tilt, maintenance, and shading are evaluated based on local climatic conditions and are accounted for properly.
  • Conduct regular maintenance and cleaning to enhance cost efficiency and energy savings, especially in arid climates.
  • Help create or support community solar projects using a variety of models, such as build-own-operate, public-private partnerships, utility models, energy communities, and cooperatives.
  • If available, take advantage of government incentives such as subsidies, tax breaks, and forgivable or concessional loans for development.
  • Call for government incentives for consumers, if necessary, such as subsidies ( especially to reduce up-front cost), feed-in tariffs, tax credits, grants, waived grid connection fees, and forgivable or concessional loans; help ensure regulations allow for grid injections and net-metering schemes; advocate for long-term policies and incentives that will remain stable for at least five years; call for similar financial incentives for supporting equipment manufacturers, such as those that produce batteries and inverters.
  • Advocate for carbon taxes and the removal of subsidies from fossil-fuel infrastructure; recommend those funds be redirected into renewable energy.
  • Join, create, or participate in public-private partnerships dedicated to deployment, technology transfers, education, de-risking markets, and other relevant areas.
  • Participate in public awareness campaigns focused on solar projects; share information with your community and networks.

Further information:

Sources
Evidence Base

Level of consensusHigh

The scientific consensus surrounding distributed solar PV is strong in support of its emissions reduction potential, cost declines, and grid benefits, although nuances and regional gaps persist. Many studies have documented adoption drivers, grid impacts, performance constraints, and social equity issues, together forming a robust evidence base.

Distributed solar PV not only reduces emissions but also enhances local grid resilience, with one study demonstrating reductions in peak load and frequency interruptions (Ovaere et al., 2020). However, careful grid integration planning, smart inverter controls, and grid upgrades are required to avoid adverse effects because rooftop PV affects voltage quality, reverse power flow, frequency stability, and protection systems (Alboaouh & Mohagheghi, 2020). High penetration of rooftop PV can also lead to voltage issues and power disruptions, create protection coordination issues, and strain regional grid elements (Tran et al., 2023; Uzum et al., 2021). 

Broad solar adoption, including household-level PV, depends on many factors, including key determinants such as affordability, policy support, infrastructure, and social norms. This is especially true in rapidly growing countries (Oliva & Atehortua Santamaria, 2025; Shakeel et al., 2023). In China, distributed solar PV development is now shaped by subsidy phase-out and grid parity dynamics after a decade of evolving policy and finance mechanisms (Zhang & Sirin, 2024). However, regardless of the regional policy landscape, distributed rooftop systems face real-world performance losses due to shading, panel tilt, temperature, and maintenance constraints (Venkatachalam et al., 2025).

The literature strongly supports the notion that distributed solar PV is an effective and scalable mitigation option that can reduce emissions, improve grid reliability, and democratize energy access. There is high consensus on its value, especially when deployed with supportive policy, proper engineering, and system integration. However, unresolved issues remain around cost dynamics of non-hardware components, performance in fragile grids, and equity of deployment. For instance, studies on environmental justice point to lower PV uptake in disadvantaged communities despite high solar potential (Lukanov & Krieger, 2019).

The results discussed in our analysis draw on 10 reviews/meta-analyses, 44 research articles, and 31 institutional reports, covering evidence from different parts of the world, primarily from North America, Europe, and Asia. Many low-income and off-grid regions remain underrepresented, limiting generalizability. Further empirical research in sub-Saharan Africa and Latin America is needed to understand distributed PV’s performance, policy interactions, and grid impacts in diverse contexts.

Updated Date

Deploy Utility-Scale Solar PV

Sector
Electricity
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Utility-scale solar photovoltaic array
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Summary

Utility-scale solar PV refers to large solar power systems, typically installed on open land and connected directly to a central electric grid, that generate electricity for widespread distribution. These systems generally have an installed capacity above 1 MW. There are various configurations of utility-scale solar PV systems and we include fixed-tilt and tracking systems in this solution. Systems on cropland are also considered in this solution, but dual production of crops and solar energy on the same land area is analyzed as a separate agrivoltaics solution.

Description for Social and Search
Deploy Utility-Scale Solar PV is a Highly Recommended climate solution. It reduces the need to generate electricity from fossil fuels and so reduces GHG emissions.
Overview

An estimated 23% of GHG emissions on a 100-year basis comes from electricity generation annually (Clarke et al., 2022), and in 2022, more than 60% of global electricity generation came from fossil fuel–based energy sources (International Energy Agency [IEA], 2024b). Since solar is a clean, renewable resource, utility-scale solar PV does not contribute to GHG emissions or air pollution while generating energy. Deploying utility-scale solar PV reduces the need for electricity generation from fossil fuels, which reduces CO₂ emissions, as well as smaller amounts of methane and nitrous oxide

Utility-scale solar PV systems generate electricity by converting sunlight directly into electrical energy through the photovoltaic effect. These systems typically consist of large arrays of solar panels made from semiconductor materials (most commonly crystalline silicon), inverters that convert direct current (DC) electricity to alternating current (AC), structural mounting systems, and transformers. When sunlight strikes the surface of a solar panel, light energy is absorbed and transferred to electrons in the semiconductor material. If the energy is high enough, electrons then move between semiconductor layers producing a flow of electric current (US EIA, 2024). This electricity is routed through inverters, converted into grid-compatible AC power, and delivered to substations and transmission lines (Figure 1). The amount of electricity generated depends on the system size, the intensity of sunlight at the location (solar irradiance), panel efficiency, and the system’s capacity factor. Utility-scale solar PV achieves capacity factors of 9–35%, depending on geography, seasonal variation, and system design (Bolinger et al., 2023). 

There are two main categories of utility-scale systems – fixed-tilt installations, where solar panels are mounted in a static position, and tracking systems, which rotate to follow the sun’s path across the sky, improving energy yield. Newer advances in module design, including bifacial modules and cell technologies such as perovskite-silicon tandem cells, continue to improve system efficiency and lower overall costs of utility-scale solar PV (Gu et al., 2020; Mdallal et al., 2025). 

Utility-scale solar PV generates additional benefits, such as reduced air pollution, lower water use compared to thermal power plants, and relatively fewer public health impacts from energy production. While there are emissions associated with the manufacturing, transportation, and installation of utility-scale solar PV panels, these life-cycle emissions are more than 10 times lower than emissions from fossil fuel–based electricity generation (National Renewable Energy Laboratory [NREL], 2021). These life-cycle emissions are not quantified in this assessment but are typically addressed under industry- or supply chain-focused solutions. Because utility-scale solar PV produces no emissions during operation, the technology contributes significantly to clean energy transitions. 

Figure 1. (a) Anatomy of a solar cell. Two layers of semiconductor material – most commonly crystalline silicone – are sandwiched between electrodes. Both layers together create a silicon wafer. The layers of this silicon wafer are oppositely charged, which creates an electric field at the material interface. When energy from the sun is absorbed, electrons with sufficient energy cross the electric field and flow towards the electrodes, creating an electric current. (b) Solar panels are built by combining multiple solar cells into modules; multiple panels are used in a solar array. After electricity generation, inverters and transmission systems deliver power to consumers. Modified from (a) Husain et al. and (b) Renew Wisconsin.

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Diagrams demonstrating components of a solar cell and a utility-scale transmission system

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Credits

Lead Fellow

  • Michael Dioha, Ph.D.

Contributors

  • Al-Amin Bugaje, Ph.D.

  • Ruthie Burrows, Ph.D.

  • James Gerber, Ph.D.

  • Daniel Jasper

  • Megan Matthews, Ph.D.

  • Alex Sweeney

Internal Reviewers

  • James Gerber, Ph.D.

  • Amanda D. Smith, Ph.D.

Effectiveness

Table 1. Effectiveness at reducing emissions.

Unit: t CO₂‑eq/MW installed capacity/yr, 100-yr basis

Estimate 760
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Based on data provided by the IEA, global emissions from electricity generation accounted for an estimated 530 kg CO₂‑eq /MWh (540 kg CO₂‑eq /MWh, 20-yr basis) (IEA, 2024b; see Methodology: Appendix A for calculation details). To convert from MWh to MW, we used the global weighted average capacity factor for utility-scale solar PV of 16.2% (International Renewable Energy Agency [IRENA], 2024a). Utility-scale solar PV is estimated to reduce 760 t CO₂‑eq /MW (760 t CO₂‑eq /MW, 20-yr basis) of installed capacity annually (Table 1). 

To estimate the effectiveness of utility-scale solar PV, we assumed that newly installed utility-scale solar PV displaces an equivalent MWh of the global electricity grid mix. We then assumed the reduction in emissions from additional utility-scale solar PV capacity was equal to emissions (per MWh) from the 2023 global electricity grid mix (IEA, 2024b). Finally, we used the utility-scale solar PV capacity factor to convert to annual emissions per MW of installed capacity.

Actual avoided emissions will depend on the condition of the local grid at a particular time and place, including the level of solar already deployed (see Methodology, Appendix A). However, the relative emissions benefit from increased solar deployment depends on the energy sources it potentially displaces. Because solar energy output varies diurnally, demand peaks in the evenings need to be met by stored energy or other energy sources that can provide power as demand increases. In coal-dominated markets, increasing utility-scale solar PV generation could lead to overall increased emissions per MWh, even if coal plants operate less often because coal plants emit more during suboptimal operation and ramp-up/ramp-down phases (Suri et al., 2025). 

During operation, utility-scale solar PV emits negligible GHGs, so we assumed zero emissions per MW of installed capacity. However, emissions arise during manufacturing of components, transportation, installation, maintenance, and decommissioning, and are paid back within approximately 1–2 years (Ahmad et al., 2023; Badza et al., 2023; Mehedi et al., 2022; Pincelli et al., 2024; Smith et al., 2024). Studies from many different countries show that total emissions remain far below those of fossil fuel generation (Badza et al., 2023; Pincelli et al., 2024; NREL, 2021; Smith et al., 2024). Manufacturing using coal-intensive grids increases embodied emissions, highlighting the necessity of decarbonizing supply chains (Gan et al., 2023; Pehl et al., 2017).

In our analysis, we focused solely on emissions produced during electricity generation, so carbon payback time and embodied life-cycle emissions were not included in our estimates of effectiveness or climate impacts. 

Cost

We estimated a mean levelized cost of electricity (LCOE) for utility-scale solar PV of US$53/MWh based on three industry reports (IEA, 2024a; IRENA, 2025; NEA & IEA, 2020; see Methodology: Appendix A for details). LCOE values represent the average cost of producing one MWh of electricity over the operational lifetime of a power plant, allowing investors to compare their expected revenue to a standard set of costs. This cost metric has been used by international agencies for cost comparison across generation technologies, incorporating installed capital costs, operation and maintenance (O&M), project lifespan, and energy output. According to IRENA, between 2010 and 2024 the global weighted average LCOE for utility-scale solar PV fell by 90%, from US$417/MWh to US$43/MWh. This decline was driven by cost reductions across the PV value chain, with module and inverter price declines accounting for 55% of the LCOE drop (IRENA, 2025). Technological advances such as larger wafer sizes, improved ingot growth methods, diamond wire wafering, and new cell architectures supported these changes. Balance-of-system (BoS) hardware contributed another 8%, while engineering, procurement, construction, installation, development, and other soft costs accounted for 28% of the reduction in LCOE (IRENA, 2025). Better financing conditions, improved capacity factors, and lower O&M costs also played a role.

Recent macroeconomic conditions have slightly reversed the downward trend. Between 2023 and 2024, the global weighted average LCOE for utility-scale solar PV increased by 0.6%, with 13 of the 15 largest markets experiencing cost increases ranging from 7% in Poland to 36% in Australia. Higher financing costs from inflation and elevated interest rates helped drive these shifts. Despite these headwinds, utility-scale solar PV remains one of the cheapest options worldwide for generating electricity. Our estimated global mean LCOE (US$53/MWh) is lower than the 2023 weighted average LCOE for fossil fuels, which was US$70–176/MWh (IRENA, 2024a). However, since LCOE excludes revenue, real-world costs of utility-scale solar generation could be higher than estimated here.

Methods and Supporting Data

Methods and Supporting Data

Learning Curve

Table 2. Learning rate: drop in cost per doubling of the installed utility-scale solar PV production capacity.

Unit: %

25th percentile 30
Mean 34
Median (50th percentile) 34
75th percentile 38
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Utility-scale solar PV exhibits a pronounced learning curve, most clearly reflected in the steady decline of solar module prices as global deployment expands. The median learning rate for PV modules is estimated at 34%, meaning module prices fall by roughly one-third with every doubling of installed capacity (Table 2). Our estimated learning rate is based on trends in the past decade, while a longer historical estimate would be lower. According to a single source, significant economies of scale over the last decade have driven an even steeper learning rate of 42% (Masson et al., 2023). According to DNV’s Energy Transition Outlook 2024, the current global learning rate for module costs is about 26%, but projections suggest this will slow to around 17% by 2050 as cost components stabilize and the largest gains from scaling are realized (DNV, 2024). 

While module prices have seen the most dramatic reductions, similar trends are evident in total system costs. Studies tracking installed costs and LCOE for PV in the United States since 2007 report a 24% learning rate based on normalized LCOE for utility-scale PV, with an accelerated 45% between 2014 and 2020 (Bolinger et al., 2022). Between 2010 and 2023, IRENA (2024a) found that utility-scale solar PV achieved the highest global weighted-average learning rate for total installed costs among major renewables at 33.4%. Haas et al. (2023) similarly estimated a 33% learning rate for installed costs between 2010 and 2019. Meanwhile, operational expenditure (OPEX) is also expected to benefit from incremental learning, with DNV (2024) projecting a 9% OPEX-based learning rate through 2050, supported by advances in digital monitoring and maintenance practices. 

The drivers of these declines include economies of scale, technology improvements, and manufacturing efficiencies such as larger wafer formats, improved cell architectures, and advanced wafer processing techniques. Given this strong and sustained learning dynamic, continued global deployment is likely to further reduce costs. However, the pace of cost decline will vary depending on the time period, geographic market conditions, and whether costs are measured at the module level or across the full system.

Speed of Action

Speed of action refers to how quickly a climate solution physically affects the atmosphere after it is deployed. This is different from speed of deployment, which is the pace at which solutions are adopted.

At Project Drawdown, we define the speed of action for each climate solution as emergency brake, gradual, or delayed.

Deploy Utility-Scale Solar PV is a GRADUAL climate solution. It has a steady, linear impact on the atmosphere. As installed capacity of utility-scale PV increases over time, emissions from electricity generation are expected to decrease, assuming solar and other renewables displace fossil-fuel sources.

Caveats

One limitation of our approach is the assumption that each additional MWh generated by utility-scale solar PV displaces an equivalent MWh of the existing grid mix. This simplification implies that new utility-scale solar PV may at times displace other renewables such as onshore wind, rather than fossil fuel–based sources. In reality, the extent of avoided emissions varies based on regional grid dynamics, marginal generation sources, and the timing and location of electricity production. Utility-scale solar PV displaces a relatively high share of fossil fuel generation in grids where renewables are supported by flexible energy sources, such as natural gas (Suri et al., 2025). However, fossil fuel displacement is lower in coal-dominated grids, grids with significant nuclear or geothermal capacity, or regions where existing renewable capacity is already high (Baik et al., 2021; Bistline & Watten, 2025). 

Implementing utility-scale solar PV involves several caveats. Technically, projects require large areas of suitable land and strong grid connections. Poor siting can reduce output due to shading, dust, or suboptimal solar resource (Bamisile et al., 2025; Sengupta et al., 2024). These challenges can be reduced through careful site selection, use of bifacial modules, use of tracking systems, and improved maintenance practices such as dry-cleaning technologies in arid regions. Another technical caveat is end-of-life management. Cumulative global PV waste is expected to reach 60–78 million metric tons by 2050 (IRENA & IEA-PVPS, 2016), so scaling up recycling infrastructure and circular design is essential (Ovaitt et al., 2022). 

High capital intensity and financing constraints remain important barriers, particularly in emerging markets where high interest rates, policy uncertainty, and limited investor confidence increase project risk. Addressing these challenges often requires stable regulatory frameworks, concessional finance, and public–private partnerships to de-risk investments (Dioha, 2025). Supply-chain concentration also presents a caveat, as China dominates polysilicon and module production (IEA, 2022). 

There are also ecological and social caveats. Large solar farms may compete with agriculture or alter local ecosystems, particularly in sensitive desert or grassland habitats (Hernandez et al., 2014; Lafitte et al., 2023; Xu et al., 2024). Mitigation strategies such as agrivoltaics and siting on degraded land are increasingly used to minimize conflicts and deliver additional benefits (Adeh et al., 2019; Giri & Mohanty, 2022; Tawalbeh et al., 2021; Yavari et al., 2022). Social resistance can also emerge around land rights, visual impacts, or perceived inequitable distribution of project benefits, highlighting the importance of community engagement and benefit-sharing (Shyu & Yang, 2025; Susskind et al., 2022).

Current Adoption

Table 3. Current adoption level, 2023.

Unit: MW installed capacity

25th percentile 917,000
Mean 918,000
Median (50th percentile) 918,000
75th percentile 918,000
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As of 2023, the global installed capacity for utility-scale solar PV reached approximately 918,000 MW (Table 3). We estimated current adoption of utility-scale solar PV based on IEA reports (IEA, 2023a; Masson et al., 2024). Although we use 2023 as our baseline for current adoption, in 2024 an estimated additional 308,300 MW of utility-scale solar PV capacity was installed, bringing the global total to 1,226,000 MW or more than 1 TW (IEA, 2023a). 

In 2023, utility-scale solar PV accounted for 269.9 GW of new capacity additions, representing 59% of total global solar PV installed capacity that year (Masson et al., 2024). China continues to lead by a wide margin, with more than 435 GW of installed capacity, more than half the global total (Masson et al., 2024). Utility-scale solar PV systems are driving the majority of new additions in several key markets where large projects dominate deployment, including the U.S., India, Spain, and South Korea. By contrast, other regions such as the Middle East and Africa are progressing more slowly, with relatively limited large-scale deployments despite vast solar energy potential (SolarPower Europe, 2025). These disparities highlight the uneven pace of adoption across markets. For further details, see the Geographic Guidance section.

Adoption Trend

Figure 2. Global adoption of utility-scale solar PV, 2015–2023

Source: International Energy Agency. (2023). Solar PV power capacity in the Net Zero Scenario, 2015-2030. https://www.iea.org/data-and-statistics/charts/solar-pv-power-capacity-in-the-net-zero-scenario-2015-2030 Licence: CC BY 4.0

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Table 4. Adoption trend, 2015–2023.

Unit: MW installed capacity/yr

25th percentile 65,000
Mean 101,000
Median (50th percentile) 82,000
75th percentile 99,000
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Global utility-scale solar PV capacity has grown rapidly, expanding from 113 GW in 2015 to about 918 GW by 2023 (Figure 2), reflecting technological progress, supportive policies, and accelerating investment. 

We calculated the global adoption trend by summing global adoption for each year between 2015 and 2023 and taking the year-to-year difference. Comparing year-to-year global adoption, the median global adoption trend was adding 82,000 MW of installed capacity per year, but expansion was unevenly distributed geographically (Table 4, Figure 2). 

Global utility-scale solar PV capacity expanded more than eightfold between 2015 and 2023 (IEA, 2023a). Growth was steady during the mid-2010s, averaging about 60–70 GW added per year, but adoption accelerated sharply in 2020, with annual additions climbing from 90 GW to 243 GW in 2023 (IEA, 2023a). This means that in 2023 alone, installations were more than double the yearly average of the previous five years, pushing the mean trendline to ~100 GW of annual growth since 2015. The data show a clear shift from incremental to exponential deployment, with utility-scale solar PV now accounting for the majority of global new renewable capacity (IRENA, 2024b).

Adoption Ceiling

Table 5. Adoption ceiling: upper limit for adoption level.

Unit: MW installed capacity

25th percentile 224,000,000
Mean 252,000,000
Median (50th percentile) 252,000,000
75th percentile 279,000,000
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The adoption ceiling for utility-scale solar PV is determined by the technology’s global technical potential, based primarily on solar resource availability. Since sunlight is geographically widespread and virtually inexhaustible, solar PV has one of the highest technical potentials of all renewable energy technologies. However, realistic deployment could vary across regions depending on land use, transmission access, and electricity demand. 

Estimates of utility-scale solar PV potential vary widely across the literature. A meta-analysis found global technical potential ranging from 1.01 × 10² PWh/yr to 1.36 × 10⁴ PWh/yr, spanning two orders of magnitude; the median value was 4.65 × 10² PWh/yr while the average was 2.20 × 10³ PWh/yr (de La Beaumelle et al., 2023). Dupont et al. (2020) estimated the global net potential at 225 PWh/yr for poly-Si PV and 332 PWh/yr for mono-Si PV, while Deng et al. (2015), using a 1 km² global grid analysis, estimated realistic long-term potentials of 88–782 PWh/yr. 

Despite the abundant solar resource, the adoption ceiling is unlikely to be reached due to other constraints. Land availability as well as competition with agriculture, urbanization, and protected ecosystems can restrict deployment (Diffendorfer et al., 2024; van de Ven et al., 2021). Grid integration poses another challenge, as high penetration of variable solar requires substantial investment in storage, flexible generation, and transmission to ensure system reliability. Regional solar resource quality, siting regulations, and access to capital further influence adoption (Ahmad et al., 2025; Bamisile et al., 2025). Emerging technologies such as agrivoltaics and floating PV can help overcome some of these barriers, bringing practical adoption levels closer to the ceiling (Adeh et al., 2019). 

For our analysis, we estimated the median technical potential, which corresponds to an adoption ceiling of 252 million MW of installed capacity for utility-scale solar PV (Table 5). 

Achievable Adoption

Table 6. Range of achievable adoption levels.

Unit: MW installed capacity

Current adoption 918,000
Achievable – low 12,000,000
Achievable – high 15,000,000
Adoption ceiling 252,000,000
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The IEA’s World Energy Outlook (WEO) 2024 presents several scenarios that explore future energy pathways under different assumptions about policies, technologies, and markets. For this analysis, we define the adoption achievable range for utility-scale solar PV based on the Stated Policies Scenario (STEPS) and the Announced Pledges Scenario (APS) (IEA, 2024a). However, the WEO does not explicitly distinguish between utility-scale and distributed solar PV in its projections. To bridge this gap, we conducted a simple linear projection using historical deployment trends to estimate the likely share of utility-scale PV within total solar PV capacity. Our analysis suggests that by 2050, utility-scale solar PV could represent approximately 74% of all solar PV deployment. This finding is consistent with IRENA’s REmap analysis, which projects that utility-scale systems will account for 60–80% of global solar PV capacity by mid-century (IRENA, 2019). Accordingly, for our study we assume that 74% of the IEA’s projected solar PV deployment in 2050 will come from utility-scale systems. This provides a reasonable basis for estimating adoption levels, while aligning with both historical patterns and complementary international assessments.

Achievable – Low 

The low achievable adoption level is based on the Stated Policies Scenario (STEPS), which reflects the current trajectory of utility-scale solar PV expansion under existing and announced policies. In this scenario, assuming utility-scale projects account for 74% of total solar PV capacity, global capacity is projected to grow more than 13-fold; from 918,000 MW in 2023 to approximately 12 million MW by 2050 (Table 6). This corresponds to an average compound annual growth rate (CAGR) of 10%.

Achievable – High 

The high achievable adoption level is based on APS, which assumes the same policy framework as STEPS, plus full realization of announced national energy and climate targets, including net-zero commitments supported by stronger clean energy investments. Under this scenario, utility-scale solar PV capacity is projected to increase approximately 16-fold from 918,000 MW in 2023 to approximately 15 million MW by 2050 (Table 6), requiring a CAGR of 10.8% over the same period. 

Using our adoption ceiling of 252 million MW, the current adoption of utility-scale solar PV constitutes approximately 0.4% of its technical potential. The achievable adoption range, as calculated, lies between 4.8% and 5.9% of this potential.

Table 7. Climate impact at different levels of adoption.

Unit: Gt CO₂‑eq/yr, 100-yr basis

Current adoption 0.69
Achievable – low 9.2
Achievable – high 11.2
Adoption ceiling 190
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Using baseline global adoption and effectiveness, we estimated the current total climate impact of utility-scale solar PV to be approximately 0.70 Gt CO₂‑eq of reduced emissions per year (Table 7). 

We estimated climate impacts using the emissions from the 2023 baseline electricity grid. Actual emissions reductions could differ depending on how the emissions intensity of electricity generation changes over time. As solar and other renewables grow to represent an increasingly high percentage of power generation sources, grid emissions are expected to decrease over time (DNV, 2024; IEA, 2024a). As a result, the climate impacts presented here are likely overestimates. Assuming global policies on utility-scale solar PV – both existing and announced – are backed with adequate implementation provisions, global adoption could reach 12 million MW by 2050. This would result in an increased emissions reduction of approximately 9.2 Gt CO₂ ‑eq per year. If every nation’s energy and climate targets (including net-zero commitments backed by stronger clean energy investments) are realized, utility-scale solar PV adoption could reach 15 million MW by 2050, leading to an estimated 11 Gt CO₂ ‑eq of reduced emissions per year. 

We based the adoption ceiling solely on the technical potential of utility-scale solar PV, while neglecting social and economic constraints and realistic scenarios of future power demand (Dioha et al, 2025). Utility-scale solar PV installed capacity is unlikely to reach 252 million MW, but if current grid emissions remained constant while capacity increased, GHG emission reductions would be approximately 190 Gt CO₂‑eq/yr. This maximum is unrealistic as a forward-looking climate impact because it treats grid carbon intensity as permanently fixed at 2023 levels and ignores future decarbonization and corresponding decreases in marginal avoided emissions.

Additional Benefits

Income and Work

Solar PV can have a strong positive effect on the economy, as it accounts for 44% of renewable energy jobs globally and is the fastest-growing sector of renewable energy employment (IRENA & ILO, 2024). The majority of direct and indirect jobs in solar PV are found in China, followed by the European Union (IRENA & ILO, 2024). In the United States as of 2021, it was estimated that solar PV accounted for about 250,000 full-time jobs, with the majority of these jobs in the installation, project development, and manufacturing sectors (Gadzanku et al., 2023). While about half of solar PV jobs are in the distributed PV sector, utility-scale PV accounts for about 20% of these jobs and is expected to grow as installed capacities grow (Gadzanku et al., 2023). According to a report from NREL, about 509,000–757,000 jobs for both utility- and distributed-scale solar PV are projected to be added in the U.S. by 2030 (Truitt et al., 2022).

Health

Improvements in air quality offer health benefits from reduced air pollution exposure, including reduced premature mortality. The magnitude and distribution of these benefits depend on the local electricity grid mix, the fuels used to generate electricity, and atmospheric conditions that affect how far pollutants travel from emission sources (Buonocore et al., 2019). Regions with a higher proportion of coal-powered electricity generation will see more health benefits when utility-scale PV is deployed (Buonocore et al., 2019). These health benefits often translate into cost savings associated with reductions in hospital admissions, improved respiratory and cardiovascular conditions, and avoidance of lost work and school days (Millstein et al., 2017; Wiser et al., 2016). For example, a study from Chile found that when utility-scale solar PV projects were deployed, there was a reduction in hospital admissions for cardiovascular and respiratory conditions in cities downwind of fossil fuel–powered electricity plants (Rivera et al., 2024). 

Water Resources

Utility-scale solar PV systems have lower rates of water withdrawals and consumption than other fossil fuel–based electricity generation (Wiser et al., 2016). The majority of water use for PV electricity is for washing and dust suppression on the panels (Hernandez et al., 2014).

Land Resources

Although utility-scale PV projects require large areas of suitable land (see Caveats and Interactions), these projects can utilize degraded lands that may not be suitable for other uses (Diffendorfer et al., 2024; Hernandez et al., 2014).

Air Quality

Solar PV reduces air pollutants released from fossil fuel energy generation, thereby avoiding the emission of pollutants such as nitrogen oxides, sulfur dioxide, and PM2.5 associated with burning coal and natural gas (Abel et al., 2018; Millstein et al., 2024; Millstein et al., 2017; Wiser et al., 2016). Regional differences in the amount and type of air pollutants avoided will vary depending on the fossil fuel type that PV displaces (Gallagher & Holloway, 2020). For example, since coal has different emissions than gas, regions with higher levels of coal-powered electricity will experience different air quality benefits than regions with more gas-powered electricity (Millstein et al., 2017). Depending on meteorological conditions, pollutants can be transported for long distances after they are emitted, so air pollution benefits can be widespread (Millstein et al., 2024).

Risks

Several risks accompany the large-scale rollout of utility-scale solar PV. Rapid deployment without adequate storage, grid flexibility, or transmission can elevate curtailment rates, undermining both financial returns and emissions reductions (Firoozi et al., 2025; Zubi et al., 2024). However, financial risk from high solar deployment and integration can be avoided with various policy levers, such as carbon taxes (Brown & Reichenberg, 2021). Different policy levers are necessary at different levels of adoption. The combined impact of higher shares of renewables generating electricity and increased electrification of consumer services can lead to greater risk of the intermittent supply from renewables being unable to meet electricity demand at all hours of the year (Wolak, 2022). Since long-term forecasting of supply is more challenging for technologies like wind and solar, stable electricity prices are not always guaranteed. This higher investment risk can discourage generators from investing in clean energy deployment (Dimanchev et al., 2024) in the absence of policy mechanisms such as contracts for difference that can manage investment risks by supporting creation of electricity markets with stable long-term prices (Beiter et al., 2024). 

Concentrated supply chains also create vulnerabilities to trade disruptions, geopolitical tensions, and ethical risks, including documented concerns concerning forced labor in parts of the supply chain (IEA, 2022; Reinsch & Arrieta-Kenna, 2021). Environmental and health risks arise if end-of-life infrastructure and policies are inadequate; billions of metric tons of PV waste could otherwise end up in landfills, with additional concerns in some areas over water usage for panel cleaning or habitat disruption due to poorly sited installations (Bajagain et al., 2020; Chowdhury et al., 2020; IRENA & IEA-PVPS, 2016).

Interactions with Other Solutions

Reinforcing

Increased availability of renewable energy from utility-scale solar PV helps reduce emissions from the electricity grid as a whole. Reduced emissions from the electricity grid lead to lower downstream emissions for solutions that rely on electricity use. Deploying utility-scale solar PV also supports increased integration of wind power technologies by diversifying the renewable energy mix and reducing exposure to wind variability.

High penetration of utility-scale PV could incentivize increased adoption of automation systems that take advantage of times of high solar generation and lower electricity prices.

Electrification of transportation systems will be more beneficial in reducing global emissions if the underlying grid includes a higher proportion of non-emitting power sources. Electric transportation systems can also reduce curtailment of solar energy through controlled-time charging and other load-shifting technologies.

Competing

In regions where grid expansion is slow, prioritizing large-scale solar PV plants may delay distributed PV systems that are essential for rural or last-mile electrification.

Since wind and solar can generate electricity at the same times of day, deploying utility-scale solar PV could create competition for grid connections, reduce daytime electricity revenues, and suppress adoption of additional wind power.

Increased development and installation of utility-scale solar PV requires dedicated land use which limits land availability for other renewable energy technologies, raw material and food production, and conservation programs. For example, utility-scale solar PV competes with the following solutions for land:

Dashboard

Solution Basics

MW installed capacity

t CO₂-eq (100-yr)/unit
760
units/yr
Current 918,000 01.2×10⁷1.5×10⁷
Achievable (Low to High)

Climate Impact

Gt CO₂-eq (100-yr)/yr
Current 0.69 9.211
Gradual

CO₂ , CH₄, N₂O, BC

Trade-offs

Utility-scale solar PV delivers substantial net emissions savings, but significant trade-offs persist. Curtailment often reflects economic policy outcomes and grid integration constraints rather than a technical necessity. Limited integration infrastructure may also necessitate reliance on backup fossil-powered plants, thereby shifting emissions elsewhere in the energy system (Frew et al., 2021). Land use also involves trade-offs, as large projects can disrupt ecosystems or agricultural land, though co-location strategies such as agrivoltaics and usage of degraded lands can help offset these impacts (Chopdar et al., 2024; Giri & Mohanty, 2022). 

The temporal variability of solar energy also creates trade-offs. When demand peaks in evening hours, non-solar energy sources ramp up generation, which could lead to increases in marginal emissions (Gagnon & O’Shaughnessy, 2024). In regions with high solar deployment, increased adoption of distributed PV could displace utility-scale solar generation, since both operate diurnally, resulting in no net reduction in grid emissions (Bistline & Watten, 2025).

kWh/m2/yr
3622400

Annual global horizontal irradiance (GHI)

Global horizontal irradiance (GHI) measures the intensity (energy per area per year) of all solar radiant energy on a horizontal surface. The power output of fixed solar PV systems is limited by horizontal irradiance, although additional solar energy can be captured if tracking systems are incorporated into panels. These estimates are based on regional data from as early as 1994 and as late as 2024.

Energy Sector Management Assistant Program, The World Bank Group & Solargis. (2025). GHI - Global horizontal irradiation (GSA 2.12) [Data set]. The World Bank Group. Retrieved March 13, 2026, from Link to source: https://globalsolaratlas.info/download/world

kWh/m2/yr
3622400

Annual global horizontal irradiance (GHI)

Global horizontal irradiance (GHI) measures the intensity (energy per area per year) of all solar radiant energy on a horizontal surface. The power output of fixed solar PV systems is limited by horizontal irradiance, although additional solar energy can be captured if tracking systems are incorporated into panels. These estimates are based on regional data from as early as 1994 and as late as 2024.

Energy Sector Management Assistant Program, The World Bank Group & Solargis. (2025). GHI - Global horizontal irradiation (GSA 2.12) [Data set]. The World Bank Group. Retrieved March 13, 2026, from Link to source: https://globalsolaratlas.info/download/world

Maps Introduction

Utility-scale solar PV deployment is driven by a variety of factors, some of which are spatial (such as total incident solar radiation) and some which may indirectly depend on geography, such as socioeconomic and market conditions.

More than 30 countries had more than 1 GW installed by the end of 2023 including new markets in the Middle East and Africa. Ten countries represented 84% of total solar markets in 2023, including distributed solar PV, with China, the United States, and India at the top of the list (IEA PVPS, 2023). Utility-scale solar PV dominated 2023 solar PV installations in both China and the United States, accounting for 65% and 70% of the Chinese and U.S. solar markets respectively (IEA PVPS, 2023).

In many regions, deployment of utility-scale solar PV lags significantly behind the economic and decarbonization potential, and large-scale deployment does not typically align with regions of maximal potential, as can be seen by comparing maps of installed capacity and irradiance. Brazil and Australia are notable exceptions, having significant deployment and high levels of GHI (Bamisile et al., 2025). However, utility-scale solar PV markets in Brazil and Australia are much smaller than in China and the United States. In emerging markets, solar PV competitiveness is stifled by limited access to capital, lack of technical talent, and persistent fossil-fuel subsidies. Targeted capital investments in sub-Saharan Africa can yield up to nine times the GHG emissions reduction of equivalent investments in more mature markets (Peters, 2025). In more mature markets like the U.S., barriers are primarily structural, including long grid interconnection timelines and high costs (Gorman et al., 2025). 

The emissions benefit from increased solar PV deployment depends on the energy sources it displaces. Displacing sources of electricity that emit more GHGs leads to greater emissions reductions. However, real-world emissions reductions also depend on which sources are able to provide power when solar PV is unable to meet peaks in demand. In addition to targeting regions with dirtier grids, increasing utility-scale solar PV in regions with more dispatchable power sources and robust storage infrastructure could increase emissions reductions (Bistline & Watten, 2025). Here we show a map of avoided emissions with each incremental addition of solar PV, calculated by WattTime (watttime.org).

Action Word
Deploy
Solution Title
Utility-Scale Solar PV
Classification
Highly Recommended
Lawmakers and Policymakers
  • Set ambitious long-term renewable energy goals, and incorporate them into national climate plans and multilateral agreements.
  • Ensure regulatory frameworks around solar are strong and enforced, while also being accessible and timely; coordinate solar power policies horizontally (e.g., across agencies) and vertically (e.g., across subnational, national, and international efforts); seek to align social and environmental safeguards and streamline permitting processes.
  • Adopt and progressively raise renewable energy procurement standards for the public sector to expand demand and investment in utility-scale solar PV.
  • Set renewable energy quotas for power companies; offer expedited permitting processes for renewable energy production, including solar where competitive, while maintaining social and environmental safeguards.
  • Develop long-term, flexible partnership frameworks with industry to align power supply contracts (such as adaptable or aggregated Purchase Power Agreements (PPAs) with national decarbonization targets and timelines.
  • Set adjustments for solar power on-grid pricing through schemes such as feed-in tariffs, renewable energy auctions, or other guaranteed pricing methods for solar energy.
  • Offer incentives to manufacturers, operators, developers, and other relevant actors, such as subsidies, feed-in tariffs, auctions, tax credits, and contracts-for-difference; as the market matures and becomes competitive, gradually reduce these incentives to create long-term market stability.
  • Implement carbon taxes and remove subsidies from fossil fuel infrastructure; redirect those funds into renewable energy.
  • Consider using green bonds to finance public projects and/or de-risk markets.
  • Invest in and subsidize improvements to grid integration and flexibility, storage, and transmission infrastructure to manage variable generation; deploy smart grid technologies.
  • Work with industry to diversify supply chains; design incentives and policies to stimulate local or regional production and advance R&D.
  • Provide incentives for consumers to adjust energy use in response to renewable availability and grid conditions, such as through dynamic or demand-responsive pricing models that complement solar PV generation and support decarbonization.
  • Earmark a percentage of financial incentives for low- and middle-income communities and/or countries.
  • Improve labor and human rights laws and environmental standards around solar PV supply chains; enforce standards with industry – particularly for the extraction and use of critical minerals and panel manufacturing.
  • Co-design utility-scale solar projects with the local community; ensure the community engagement process starts early and is transparent, inclusive, and ongoing; solicit feedback from the local community – including from opposition groups – on location, design, finance, and mitigation; ensure finalized projects address relevant sociological, agricultural, and ecological considerations.
  • Ensure projects operating in or with Indigenous communities only do so under free, prior, and informed consent; codify free, prior, and informed consent into legal systems.
  • Encourage utility-scale solar projects to distribute benefits to the local community, such as reduced utility rates; encourage developers to use Community Benefit Agreements (CBAs).
  • Create and/or incentivize pathways for community solar projects, such as community-shared and cooperative business models.
  • Regulate zoning and distance from existing houses, communities, and villages to prevent enclosing these spaces or interfering with the quality of life for local residents; avoid developing on sensitive ecosystems, such as wetlands and forests; require assessments and techniques to protect against negative impacts on biodiversity.
  • Ensure strong quality control requirements for all stages of deployment including resource extraction, manufacturing, installation, maintenance, and end-of-life service; create certification programs for each stage of the process.
  • Work with the private sector to develop workforce training programs, ensuring capacity development for all stages of deployment – including end-of-life services.
  • Ensure strong regulations are in place for end-of-life services; enact Extended Producer Responsibility (EPR) for manufacturers; work with industry to foster a market for used, refurbished, and recycled panels.
  • Join, create, or participate in public-private partnerships dedicated to de-risking markets, deployment, technology transfers, education, and other relevant areas.
  • Establish one-stop-shop educational programs that use online and in-person methods to educate the industry and public on regulations, the benefits of solar, best practices for development, and other relevant information: ensure the material is sufficient and appropriate for local contexts, paying particularly close attention to language barriers. 

Further information:

Practitioners
  • Enter into long-term flexible industry agreements, such as PPAs, with both public and private sectors.
  • If possible, work with government bodies, companies, and large institutions to provide renewable energy directly to their operations.
  • Take advantage of government incentives such as subsidies, feed-in tariffs, auctions, tax credits, and contracts-for-difference; as the market matures and becomes competitive, seek to gradually reduce reliance on these incentives to create long-term market stability.
  • Consider using green bonds to finance public projects or de-risk markets.
  • Invest in strengthening grid integration and flexibility through expanded energy storage, upgraded transmission infrastructure, and the deployment of smart grid technologies to effectively manage variable renewable generation.
  • Work with the public sector to diversify supply chains; take advantage of incentives and policies that stimulate local or regional production and advance R&D.
  • Ensure supply chains comply with international labor and human rights laws and standards – particularly, for the extraction of critical minerals and panel manufacturing.
  • Co-design utility-scale solar projects with the local community; ensure the community engagement process starts early and is transparent, inclusive, and ongoing; solicit feedback from the local community – including from opposition groups – on location, design, finance, and mitigation; ensure finalized projects address relevant sociological, agricultural, and ecological considerations.
  • Ensure projects operating in or with Indigenous communities only do so under free, prior, and informed consent; incorporate free, prior, and informed consent into bylaws and/or procedures.
  • Design utility-scale solar projects to support the development of the local community such as reduced utility rates; utilize CBAs.
  • Ensure development is a safe distance from existing houses, communities, and villages to prevent enclosing these spaces or interfering with the quality of life for local residents; avoid developing on sensitive ecosystems, such as wetlands and forests; conduct assessments and deploy techniques to protect negative impacts on biodiversity.
  • Seek to decarbonize the full life cycle including supply chains, production, installation, recycling, and disposal as much as possible.
  • Ensure strong quality control for all stages of deployment, including resource extraction, manufacturing, installation, maintenance, and end-of-life service.
  • Work with the public sector and private organizations to develop workforce training programs, ensuring capacity development for all stages of deployment – including end-of-life services.
  • Adhere to regulations regarding end-of-life servicing; adopt extended producer responsibility and high-integrity end-of-life servicing standards if no policy framework exists.
  • Use bifacial modules, tracking systems, and improved maintenance practices, such as dry-cleaning, when beneficial.
  • Invest directly into and help develop recycling infrastructure for solar panels.
  • Participate in, offer, or explore co-investments in electricity infrastructure (e.g., shared transmission).
  • Grant access to researchers and offer data, when possible, to advance deployment and refine best practices.
  • Participate in voluntary agreements with government bodies to increase policy support for solar capacity and power generation.
  • Stay abreast of and engage with changing policies, regulations, zoning laws, tax incentives, and related developments to help remove commercial barriers.
  • Join, create, or participate in public-private partnerships dedicated to de-risking markets, deployment, technology transfers, education, and other relevant areas.

Further information:

Business Leaders
  • Set ambitious long term renewable energy goals, incorporate them into corporate net zero strategies.
  • Enter into PPAs, long-term contracts between a company (the buyer) and a renewable energy producer (the seller).
  • Support long-term, stable contracts (e.g., PPAs or contracts for difference) that de-risk investment in solar technologies and incentivize local supply chain development.
  • Take advantage of government incentives, such as tax credits, if possible; seek to gradually reduce reliance on these incentives to create long-term market stability.
  • Purchase high-integrity renewable energy certificates (RECs) for solar energy; help create transparent, verified, and reliable REC markets.
  • Invest in companies that produce, deploy, or provide end-of-life servicing for solar panels; seek to diversify and localize supply chains.
  • Invest in R&D and related technology.
  • Support workforce development programs, offer employee scholarships, and/or sponsor training for careers in solar power; ensuring capacity development for all stages of deployment – including end-of-life services.
  • Participate in community engagement processes and co-design utility-scale solar projects with the local community; help educate the public and highlight the local economic benefits of solar and renewable energy.
  • Offer pro bono business advice or general support for community solar projects, such as community-shared and cooperative business models.
  • Join, create, or participate in public-private partnerships dedicated to de-risking markets, deployment, technology transfers, education, and other relevant areas.

Further information:

Nonprofit Leaders
  • Advocate for ambitious long-term national goals on solar and renewable energy; advocate to incorporate them into national climate plans and multilateral agreements.
  • Operate or help with equipment testing and certification systems, market information disclosures, and onsite supervision.
  • Coordinate voluntary agreements between governments and industry to increase utility-scale solar capacity and power generation.
  • Conduct open-access research to improve the performance of solar PVs, forecasting, and related technologies.
  • Advocate for strong regulatory frameworks that are also accessible and timely; recommend coordinated solar power policies – both horizontally (e.g., across agencies) and vertically (e.g., across subnational, national, and international efforts); help align social and environmental safeguards and pursue streamlined permitting processes.
  • Urge governments to provide incentives to manufacturers, operators, developers, and other relevant actors, such as subsidies, feed-in tariffs, auctions, tax credits, and contracts-for-difference; recommend gradual reductions of these incentives to create long-term market stability.
  • Campaign for public investments in improvements to grid integration and flexibility, storage, and transmission infrastructure to manage variable generation.
  • Call for a percentage of public financing to be earmarked for low- and middle-income communities and/or countries.
  • Help improve enforcement of labor and human rights laws and standards around solar PV supply chains – particularly for the extraction and use of critical minerals.
  • Call on governments and developers to use transparent, inclusive, and ongoing community engagement processes to co-design utility-scale solar installations; help solicit community feedback on location, design, finance, mitigation, and distribution of benefits; help ensure finalized projects address relevant sociological, agricultural, and ecological considerations.
  • Advocate and/or support for the use of free, prior, and informed consent with projects operating in or with Indigenous communities; advocate to codify free, prior, and informed consent into legal systems.
  • Advocate for distributed benefits to the local community from utility-scale solar projects, such as reduced utility rates; encourage developers to use CBAs.
  • Help create or support community solar projects, such as community-shared, third-party-owned, and cooperative business models.
  • Advocate for zoning laws to prevent enclosing communities or interfering with the quality of life for local residents; help developers avoid sensitive ecosystems, such as wetlands and forests; conduct site assessments and offer recommendations to prevent or mitigate negative impacts on biodiversity.
  • Create resources and/or standards to improve quality control for all stages of deployment, including resource extraction, manufacturing, installation, maintenance, and end-of-life service; create and/or administer certification programs for each stage of the process.
  • Work with the public and private sectors to develop workforce training programs, ensuring capacity development for all stages of deployment – including end-of-life services.
  • Urge governments and industry to adopt strong regulations for end-of-life services; call for extended producer responsibility; work with industry to foster a market for used, refurbished, or recycled panels.
  • Advocate for carbon taxes and the removal of subsidies from fossil fuel infrastructure; recommend those funds be redirected into renewable energy.
  • Join, create, or participate in public-private partnerships dedicated to de-risking markets, deployment, technology transfers, education, and other relevant areas.
  • Establish one-stop-shop educational programs that use online and in-person methods to educate the industry and public on regulations, the benefits of solar, best practices for development, and other relevant information; ensure the material is sufficient and appropriate for local contexts, paying particularly close attention to language barriers. 

Further information:

Investors
  • Offer low-interest loans and concessional financing for manufacturers, developers, operators, and recyclers.
  • Invest directly in the development of utility-scale solar projects; ensure projects include community engagement processes, seek to distribute benefits, and operate under free, prior, and informed consent when working with Indigenous communities.
  • Invest in companies that produce, deploy, or provide end-of-life servicing for solar panels; seek to diversify and localize supply chains.
  • Invest in supporting infrastructures, such as utility companies, grid development, and access roads.
  • Invest in green bonds and/or explore blended finance structures to mobilize capital for companies developing solar energy or supporting infrastructure.
  • Invest in the recycling infrastructure for solar panels and circular supply chains.
  • Invest in R&D, component technology, and related science, such as forecasting.
  • Help de-risk energy transitions in low- and middle-income countries by offering low-interest loans, concessional financing, and/or favorable terms.
  • Align investments with existing public-private partnerships, voluntary agreements, or voluntary guidance that may apply in the location of the investment (including those that apply to biodiversity).

Further information:

Philanthropists and International Aid Agencies
  • Provide catalytic financing for, or help develop, utility-scale solar projects.
  • Award grants to improve supporting infrastructures, such as utility companies, grid development, and access roads.
  • Support the development of component technology and related science, such as forecasting.
  • Award grants to improve the recycling infrastructure for solar panels and build circular supply chains.
  • Facilitate partnerships to share solar technology and best practices between established and emerging markets, promoting energy equity and access.
  • Foster cooperation and technology transfer between low- and middle-income countries with emerging solar sectors.
  • Award grants to enhance grid integration, flexibility, and reliability by supporting innovations in energy storage systems, advanced grid management, and transmission infrastructure that enable effective integration of solar PV generation.
  • Advocate for ambitious long-term national goals on solar and renewable energy; advocate to incorporate them into national climate plans and multilateral agreements.
  • Operate, fund, or support equipment testing and certification systems, market information disclosures, and onsite supervision.
  • Coordinate voluntary agreements between governments and industry to increase utility-scale solar capacity and power generation.
  • Conduct open-access research to improve the performance of solar PVs, forecasting, and related technologies.
  • Advocate for strong regulatory frameworks that are also accessible and timely; recommend coordinated solar power policies – both horizontally (e.g., across agencies) and vertically (e.g., across subnational, national, and international efforts); help align social and environmental safeguards and pursue streamlined permitting processes.
  • Advocate for a percentage of public financing to be earmarked for low- and middle-income communities and/or countries.
  • Help improve enforcement of labor and human rights laws and standards around solar PV supply chains – particularly for the extraction and use of critical minerals.
  • Call on governments and developers to use transparent, inclusive, and ongoing community engagement processes to co-design utility-scale solar installations; help solicit community feedback on location, design, finance, mitigation, and distribution of benefits; help ensure finalized projects address relevant sociological, agricultural, and ecological considerations.
  • Champion and/or support for the use of free, prior, and informed consent with projects operating in or with Indigenous communities; advocate to codify free, prior, and informed consent into legal systems.
  • Advocate for distributed benefits to the local community from utility-scale solar projects, such as reduced utility rates; encourage developers to use CBAs.
  • Help create or support community solar projects, such as community-shared and cooperative business models.
  • Create resources and/or standards to improve quality control for all stages of deployment, including resource extraction, manufacturing, installation, maintenance, and end-of-life service; create and/or administer certification programs for each stage of the process.
  • Work with the public and private sectors to develop workforce training programs; ensuring capacity development for all stages of deployment – including end-of-life services.
  • Urge governments and industry to adopt strong regulations for end-of-life services; call for extended producer responsibility; work with industry to foster a market for used, refurbished, or recycled panels.
  • Join, create, or participate in public-private partnerships dedicated to de-risking markets, deployment, technology transfers, education, and other relevant areas.
  • Establish one-stop-shop educational programs that use online and in-person methods to educate the industry and public on regulations, the benefits of solar, best practices for development, and other relevant information; ensure the material is sufficient and appropriate for local contexts, paying particularly close attention to language barriers. 

Further information:

Further information: 

Thought Leaders
  • Advocate for ambitious long-term national goals on solar and renewable energy; advocate to incorporate them into national climate plans and multilateral agreements.
  • Operate or help with equipment testing and certification systems, market information disclosures, and onsite supervision.
  • Conduct open-access research to improve the performance of solar PVs, forecasting, and related technologies.
  • Advocate for strong regulatory frameworks that are also accessible and timely; recommend coordinated solar power policies – both horizontally (e.g., across agencies) and vertically (e.g., across subnational, national, and international efforts); help align social and environmental safeguards and pursue streamlined permitting processes.
  • Urge governments to provide incentives to manufacturers, operators, developers, and other relevant actors, such as subsidies, feed-in tariffs, auctions, tax credits, and contracts-for-difference; recommend gradual reductions of these incentives to create long-term market stability.
  • Campaign for public investments in improvements to grid integration and flexibility, storage, and transmission infrastructure to manage variable generation.
  • Advocate for a percentage of public financing to be earmarked for low- and middle-income communities and/or countries.
  • Help improve enforcement of labor and human rights laws and standards around solar PV supply chains – particularly for the extraction and use of critical minerals.
  • Call on governments and developers to use transparent, inclusive, and ongoing community engagement processes to co-design utility-scale solar installations; help solicit community feedback on location, design, finance, mitigation, and distribution of benefits; help ensure finalized projects address relevant sociological, agricultural, and ecological considerations.
  • Champion and/or support for the use of free, prior, and informed consent with projects operating in or with Indigenous communities; advocate to codify free, prior, and informed consent into legal systems.
  • Advocate for distributed benefits to the local community from utility-scale solar projects, such as reduced utility rates; encourage developers to use CBAs.
  • Help create or support community solar projects, such as community-shared, third-party-owned, and cooperative business models.
  • Advocate for strong regulations for end-of-life services; advocate for extended producer responsibility; work with industry to foster a market for used, refurbished, or recycled panels.
  • Advocate for carbon taxes and the removal of subsidies from fossil fuel infrastructure; recommend those funds be redirected into renewable energy.
  • Join, create, or participate in public-private partnerships dedicated to de-risking markets, deployment, technology transfers, education, and other relevant areas.
  • Establish one-stop-shop educational programs that use online and in-person methods to educate the industry and public on regulations, the benefits of solar, best practices for development, and other relevant information; ensure the material is sufficient and appropriate for local contexts, paying particularly close attention to language barriers. 

Further information:

Technologists and Researchers
  • Continue advancing the performance of monocrystalline and polycrystalline silicon cells.
  • Continue advancing bifacial module designs and next-generation solar cell technologies, including perovskite-silicon tandem cells, organic photovoltaics, dye-sensitized solar cells, and passivated emitter and rear contact cells.
  • Advance energy storage systems technologies, such as battery, hydrogen, gravity-based, and other energy storage systems.
  • Improve manufacturing efficiencies, such as larger wafer formats, improved cell architectures, and advanced wafer processing techniques.
  • Continue developing agrivoltaics; improve scientific understanding of water drainage, runoff, and erosion under and near utility-scale solar PV; develop relevant best practices.
  • Advance technologies for floating solar PV installations; seek scalable solutions relevant for utility-scale.
  • Improve recycling infrastructure and scalable technologies to repair, reuse, or recover materials from solar panels.
  • Create more heat-tolerant PV technologies and systems to reduce heat exposure and/or absorption.
  • Create better protection and cleaning systems for PV to preserve functionality during extreme weather and in extreme environments, particularly in deserts.
  • Improve related mining technologies for critical minerals to be safer, less disruptive to local communities and ecosystems, and less energy-intensive.
  • Develop ways of eliminating, reducing, reusing, and/or safely disposing of hazardous byproducts of the PV manufacturing process.
  • Research and develop analytical tools for land allocation and development, taking into account human rights, environmental concerns, energy needs, agricultural demands, and other relevant factors, such as changing weather patterns.
  • Research factors that lead to community acceptance and energy justice for utility-scale solar.
  • Research the impact of utility-scale solar on biodiversity – particularly mammals, amphibians, reptiles, and microorganisms; examine methods to mitigate impacts on biodiversity; research optimal land allocation strategies, comparisons between installation methods and operations, best practices, and the potential for solar installations to provide habitats to some native species; examine relationship with and impacts on invasive species.
  • Research the impacts of floating PV installations on biodiversity – particularly terrestrial or semi-aquatic species.

Further information:

Communities, Households, and Individuals
  • Purchase high-integrity RECs, which track ownership of renewable energy generation.
  • If your utility company offers transparent green pricing – which charges a premium to cover the extra cost of renewable energy – and if it fits your budget, opt into it.
  • Help create or support community solar projects, such as community-shared, third-party-owned, and cooperative business models.
  • Call on governments and developers to use transparent, inclusive, and ongoing community engagement processes; participate in these processes when possible to co-design utility-scale solar installations; provide and help collect feedback on location, design, finance, mitigation, and distribution of benefits; help ensure finalized projects address relevant sociological, agricultural, and ecological considerations.
  • Advocate for a percentage of public financing to be earmarked for low- and middle-income communities and/or countries.
  • Champion and/or support for the use of free, prior, and informed consent with projects operating in or with Indigenous communities; advocate to codify free, prior, and informed consent into legal systems.
  • Advocate for distributed benefits to the local community from utility-scale solar projects, such as reduced utility rates; encourage developers to use CBAs.
  • Participate in public awareness campaigns focused on solar projects; share information with your community and networks.

Further information:

Sources
Evidence Base

Consensus of effectiveness of utility-scale solar PV in reducing greenhouse gas emissions: High

Utility-scale solar PV is firmly established as an efficient and effective electricity source. Increasing availability of energy produced from PV reduces the need for fossil fuel–derived energy sources such as coal and gas, leading to lower GHG emissions from the global electricity sector. The evidence base for utility-scale solar PV is robust and a wide range of peer-reviewed studies, international energy outlooks, and meta-analyses converge on the conclusion that solar PV is a cornerstone of sustainable global energy production. The IPCC (IPCC, 2023) identifies solar PV as indispensable in all mitigation scenarios, while the IEA’s World Energy Outlook 2024 (IEA, 2024a) highlights PV as the largest single source of electricity in net-zero aligned pathways. Similarly, IRENA documents how rapid cost declines, performance improvements, and policy support have enabled utility-scale solar PV to become one of the cheapest sources of new electricity in many regions (IRENA, 2025). Utility-scale solar PV projects have particularly benefited from economies of scale and competitive auctions, accelerating their role in global electricity markets (DNV, 2024; Masson et al., 2024).

The technical potential of solar PV refers to the maximum electricity generation achievable given solar resource availability, constrained only by physical and technological factors. Meta-analyses reveal wide ranges from 101 PWh/yr to more than 13,600 PWh/yr (de La Beaumelle et al., 2023). With only 1.29 PWh generated from solar PV in 2023, the sector is still far from its potential ceiling due to multiple barriers (IEA, 2024b). 

Integration into power systems requires significant investment in grid flexibility, storage, and transmission infrastructure to manage variable generation (Frew et al., 2021; IEA-ETSAP & IRENA, 2015; Tambari et al., 2020). Financing barriers, particularly in Africa and parts of the Global South, remain critical, with high capital costs and policy uncertainty slowing adoption despite abundant solar resource (Dato et al., 2025). 

Notwithstanding, there is high scientific agreement on the effectiveness of utility-scale solar PV as a core climate solution. The results presented here summarize findings from 11 reviews/meta-analyses, 45 research articles, and 25 institutional reports, covering evidence from different parts of the world. We acknowledge potential underrepresentation of insights from sub-Saharan Africa and Latin America, which could introduce regional bias in those regions where utility-scale solar PV deployment potential remains substantially underdeveloped.

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Deploy LED Lighting

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Summary

We define the Deploy LED Lighting solution as replacing energy-inefficient light sources with light-emitting diodes (LEDs). Lighting accounts for 15–20% of electricity use in buildings. Using LEDs reduces the electricity that building lighting consumes, and thereby cuts GHG emissions from global electricity generation.

Description for Social and Search
Using LEDs reduces the electricity that building lighting consumes, and thereby cuts GHG emissions from global electricity generation.
Overview

LED technology for lighting indoor and outdoor spaces is more energy-efficient than other lighting sources currently on the market (Zissis et al., 2021). This is because LEDs are solid-state semiconductors that emit light generated through a direct conversion of the flow of electricity (electroluminescence) rather than heating a tungsten filament to make it glow. More of the electrical energy goes to producing light in an LED lamp than in less-efficient alternative lighting technologies such as incandescent light bulbs or compact fluorescent lamps (CFLs) (Koretsky, 2021; Nair & Dhoble, 2021a). This difference offers significant energy-efficiency gains (see Figure 1).

Globally, lighting-related electricity consumption can account for as much as 20% of the total annual electricity used in buildings (Gayral, 2017; Pompei et al., 2020; Pompei et al., 2022). In 2022, the IEA estimated that total electricity consumption for lighting buildings globally was 1,736 TWh (Lane, 2023). Schleich et al. (2014) and others have argued that buildings consume more electricity for lighting due to a rebound effect when occupants perceive a lighting source as efficient. However, the growing adoption of LED lighting over the years has significantly optimized electricity consumption from building lighting, especially in residential buildings (Lane, 2023).

According to the Intergovernmental Panel on Climate Change (IPCC, 2006), generating electricity from fossil fuels emits CO₂,  methane, and nitrous oxide. Replacing inefficient lamps with LEDs cuts these emissions by reducing electricity demand. LEDs often have a power rating of 4–10 W, which is 3–10 times lower than alternatives. LEDs also last significantly longer: With a lifespan that can exceed 25,000 hours, they vastly outperform incandescent bulbs (1,000 hours) and CFLs (10,000 hours), as shown in Figure 1. LED’s longevity leads to potential long-term savings due to fewer replacements. The amount of light produced per energy input (luminous efficacy) is up to 10 times greater than alternative lighting sources. This means substantially more lighting for less energy.

Figure 1. A comparison of light sources for building lighting (data from Lane, 2023; Mathias et al., 2023; Nair & Dhoble, 2021b; Xu, 2019).

Light source type Power rating (watts) Luminous efficacy (lumens/watt) Lifespan (hours)
Incandescent 40–100 10–15 1,000
CFL 12–20 60–63 10,000
LED 4–10 110–150 25,000–100,000

The International Energy Agency (IEA) and other international bodies report LED market penetration in terms of percentages of the global lighting market (Lane, 2023). We chose this approach to track the impact of adopting LEDs.

Take Action Intro

Would you like to help deploy LED lighting? Below are some ways you can make a difference, depending on the roles you play in your professional or personal life.

These actions are meant to be starting points for involvement and may or may not be the most important, impactful, or doable actions you can take. We encourage you to explore, get creative, and take a step that is right for you!

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Hasan, M. M., Moznuzzaman, M., Shaha, A., & Khan, I. (2025). Enhancing energy efficiency in Bangladesh's readymade garment sector: The untapped potential of LED lighting retrofits. International Journal of Energy Sector Management19(3), 569–588. Link to source: https://doi.org/10.1108/ijesm-05-2024-0009

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International Energy Agency (IEA). (2022). Targeting 100% LED lighting sales by 2025. Link to source: https://www.iea.org/reports/targeting-100-led-lighting-sales-by-2025

International Energy Agency (IEA). (2023). Global floor area and buildings energy intensity in the net zero scenario, 2010-2030. Retrieved 06 March 2025 from Link to source: https://www.iea.org/data-and-statistics/charts/global-floor-area-and-buildings-energy-intensity-in-the-net-zero-scenario-2010-2030

International Energy Agency (IEA). (2024). World energy balances. IEA. Link to source: https://www.iea.org/data-and-statistics/data-product/world-energy-balances

Iskra-Golec, I., Wazna, A., & Smith, L. (2012). Effects of blue-enriched light on the daily course of mood, sleepiness and light perception: A field experiment. 44(4), 506-513. Link to source: https://doi.org/10.1177/1477153512447528

Kamat, A. S., Khosla, R., & Narayanamurti, V. (2020). Illuminating homes with LEDs in India: Rapid market creation towards low-carbon technology transition in a developing country. Energy Research & Social Science, 66, 101488. Link to source: https://doi.org/10.1016/j.erss.2020.101488

Khan, N., & Abas, N. (2011). Comparative study of energy saving light sources. Renewable and Sustainable Energy Reviews, 15(1), 296–309. Link to source: https://doi.org/10.1016/j.rser.2010.07.072

Koretsky, Z. (2021). Phasing out an embedded technology: Insights from banning the incandescent light bulb in europe. Energy Research & Social Science, 82, 102310. Link to source: https://doi.org/10.1016/j.erss.2021.102310

Lane, K. (2023, 11 July 2023). Lighting. International Energy Agency (IEA). Retrieved 13 December 2024 from Link to source: https://www.iea.org/energy-system/buildings/lighting

Lee, K., Donnelly, S., & Phillips, G. (2024). 2020 U.S. Lighting market characterization. Link to source: https://www.osti.gov/biblio/2371534

Lee, K., Nubbe, V., Rego, B., Hansen, M., & Pattison, M. (2021). 2020 LED manufacturing supply chain. U. S. DOE. Link to source: https://www.energy.gov/sites/default/files/2021-05/ssl-2020-led-mfg-supply-chain-mar21.pdf

Mathias, J. A., Juenger, K. M., & Horton, J. J. (2023). Advances in the energy efficiency of residential appliances in the US: A review. Energy Efficiency, 16(5), 34. Link to source: https://doi.org/10.1007/s12053-023-10114-8

Miah, M. A. R., & Kabir, R. (2023). Energy savings forecast for solid-state lighting in residential and commercial buildings in Bangladesh. IEEE PES 15th Asia-Pacific Power and Energy Engineering Conference (APPEEC), pp. 1-6. Link to source: https://doi.org/10.1109/APPEEC57400.2023.10561921

Moadab, N. H., Olsson, T., Fischl, G., & Aries, M. (2021). Smart versus conventional lighting in apartments - electric lighting energy consumption simulation for three different households. Energy and Buildings, 244, 111009. Link to source: https://doi.org/10.1016/j.enbuild.2021.111009

Moyano, D. B., Moyano, S. B., López, M. G., Aznal, A. S., & Lezcano, R. A. G. (2020). Nominal risk analysis of the blue light from LED luminaires in indoor lighting design. Optik, 223, 165599. Link to source: https://doi.org/10.1016/j.ijleo.2020.165599

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Nair, G. B., & Dhoble, S. J. (2021b). 6 - general lighting. In G. B. Nair & S. J. Dhoble (Eds.), The fundamentals and applications of light-emitting diodes (pp. 155–176). Woodhead Publishing. Link to source: https://doi.org/10.1016/B978-0-12-819605-2.00006-9

Pattison, M., Hansen, M., Bardsley, N., Elliott, C., Lee, K., Pattison, L., & Tsao, J. (2020). 2019 lighting R&D opportunities. Link to source: https://www.osti.gov/biblio/1618035

Periyannan, E., Ramachandra, T., & Geekiyanage, D. (2023). Assessment of costs and benefits of green retrofit technologies: Case study of hotel buildings in Sri Lanka. Journal of Building Engineering, 78, 107631. Link to source: https://doi.org/10.1016/j.jobe.2023.107631

Placek, M. (2023). LED lighting in the United States - statistics & facts. Statista. Retrieved 09 February 2025 from Link to source: https://www.statista.com/topics/1144/led-lighting-in-the-us/#topicOverview

Pompei, L., Blaso, L., Fumagalli, S., & Bisegna, F. (2022). The impact of key parameters on the energy requirements for artificial lighting in Italian buildings based on standard en 15193-1:2017. Energy and Buildings, 263, 112025. Link to source: https://doi.org/10.1016/j.enbuild.2022.112025

Pompei, L., Mattoni, B., Bisegna, F., Blaso, L., & Fumagalli, S. (2020, 9–12 June 2020). Evaluation of the energy consumption of an educational building, based on the uni en 15193–1:2017, varying different lighting control systems. 2020 IEEE International Conference on Environment and Electrical Engineering and 2020 IEEE Industrial and Commercial Power Systems Europe (EEEIC / I&CPS Europe), Madrid, Spain, 2020, pp. 1-6. Link to source: https://doi.org/10.1109/EEEIC/ICPSEurope49358.2020.9160588

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Saunders, H. D., & Tsao, J. Y. (2012). Rebound effects for lighting. Energy Policy, 49, 477-478. Link to source: https://doi.org/10.1016/j.enpol.2012.06.050

Schleich, J., Mills, B., & Dütschke, E. (2014). A brighter future? Quantifying the rebound effect in energy efficient lighting. Energy Policy, 72, 35–42. Link to source: https://doi.org/10.1016/j.enpol.2014.04.028

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Xiong, Y., Guo, H., Nor, D. D. M. M., Song, A., & Dai, L. (2023). Mineral resources depletion, environmental degradation, and exploitation of natural resources: Covid-19 aftereffects. Resources Policy, 85, 103907. Link to source: https://doi.org/10.1016/j.resourpol.2023.103907

Xu, Y. (2019). Chapter 2.1 - nature and source of light for plant factory. In M. Anpo, H. Fukuda, & T. Wada (Eds.), Plant factory using artificial light (pp. 47–69). Elsevier. Link to source: https://doi.org/10.1016/B978-0-12-813973-8.00002-6

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Zissis, G., Bertoldi, P., & Serrenho, T. (2021). Update on the status of LED-lighting world market since 2018. Publications Office of the European Union. Link to source: https://publications.jrc.ec.europa.eu/repository/handle/JRC122760

Credits

Lead Fellow

  • Henry Igugu, Ph.D.

Contributors

  • Ruthie Burrows, Ph.D.

  • James Gerber, Ph.D.

  • Daniel Jasper

  • Alex Sweeney

Internal Reviewers

  • Aiyana Bodi

  • Hannah Henkin

  • Megan Matthews, Ph.D.

  • Ted Otte

  • Amanda D. Smith, Ph.D.

  • Christina Swanson, Ph.D.

Effectiveness

Replacing 1% of the building lighting market with LED lamps avoids approximately 7.09 Mt CO₂‑eq/yr emissions on a 100-yr basis (Table 1) or 7.15 Mt CO₂‑eq/yr on a 20-yr basis.

We estimated this solution’s effectiveness (Table 1) by multiplying the global electricity savings intensity (kWh/%) by an emissions intensity for each GHG emitted (in g/kWh)  due to electricity generation. Using the IEA (2024)’s energy balances data, we estimated emissions intensities of approximately 529 g/kWh for CO₂, 0.07 g/kWh for methane, and 0.01 g/kWh for nitrous oxide. Country-specific data were limited. Therefore, we developed the savings intensity using the IEA’s adoption trend (%/yr) and electricity consumption reduction (kWh/yr) for residential buildings globally (Lane, 2023). We then scaled up the savings intensity to represent all buildings (since LEDs are applicable in all types of buildings), but we could not find global data specifying the energy savings potential of converting the lighting market in nonresidential buildings to LEDs. Notably, artificial lighting’s energy consumption varies across building types (Moadab et al., 2021) and is typically greater in nonresidential buildings (Build Up, 2019). This presents some level of uncertainty, but also suggests that our estimates could be conservative – and that there is potential for even greater savings in nonresidential buildings.

Table 1. Effectiveness at reducing emissions.

Unit: t CO₂‑eq/% lamps LED/yr, 100-yr basis

Estimate 7090000
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Cost

Our lifetime initial cost estimate of switching 1% of the global building lighting market to LEDs is approximately US$1.5 billion. Because LEDs use less electricity than alternative lamps, they cost less to operate, resulting in operating costs of –US$1.3 billion/yr (i.e., cost savings). Building owners typically are not paid to use LED lighting; therefore, the revenue is zero. After we amortize the initial cost over 30 years, the net annual cost for this solution is –US$1.2 billion/yr globally. Thus, replacing other bulbs with LEDs saves money despite the initial cost.

We estimated the cost (Table 2) by first identifying initial and operating costs from studies that retrofitted buildings with LEDs, such as Periyannan et al. (2023), Hasan et al. (2025), and Forastiere et al. (2024). We then divided the costs by the impact of the LED retrofit on the amount of electricity consumed by lighting in each study and multiplied this by the global electricity savings intensity (kWh/%) we estimated during the effectiveness analysis. The result was the cost per percent of lamps in buildings converted to LED lighting (US$/% lamps LED).

We estimated the cost per unit climate impact by dividing the annual cost savings per adoption unit by the CO₂‑eq emissions reduced yearly per adoption unit (Table 2).

Table 2. Cost per unit climate impact.

Unit: 2023 US$/t CO₂‑eq, 100-yr basis

Median -175.0

Negative values reflect cost savings.

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Methods and Supporting Data

Methods and Supporting Data

Learning Curve

As LEDs became more common in building lighting, costs dropped significantly in recent years.

Trends based on LED adoption data (Lane, 2023) and the cost of LED lighting (Pattison et al., 2020) showed a 29.7% drop in cost as LED adoption doubled between 2016 and 2019.

The cost data we used to identify the learning curve for this solution (Table 3) are specific to the United States and limited to pre-2020. More recent LED cost data may show additional benefits with respect to cost, but this value may not be applicable for other countries. However, the cost data we analyzed do provide a useful sample of the broader LED cost-reduction trend.

Table 3. Learning rate: drop in cost per doubling of the installed solution base

Units: %

Estimate 29.7
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Speed of Action

Speed of action refers to how quickly a climate solution physically affects the atmosphere after it is deployed. This is different from speed of deployment, which is the pace at which solutions are adopted.

At Project Drawdown, we define the speed of action for each climate solution as emergency brake, gradual, or delayed.

Deploy LED Lighting is a GRADUAL climate solution. It has a steady, linear impact on the atmosphere. The cumulative effect over time builds as a straight line.

Caveats

Our effectiveness analysis is based on the current state of LED technology. If the adoption ceiling is attained, further improvements to the amount of light that LEDs generate per unit electricity could enhance the solution’s impact through further reductions in electricity use.

The rebound effect – where building occupants use more lighting in response to increased energy-efficiency of lamps – is a well-established concern (Saunders and Tsao, 2012; Schleich et al., 2014). We attempted to address this concern by using IEA data on actual electricity consumption originating from building lighting to determine both its effectiveness and cost implications (Lane, 2023).

We did not fully account for the cost savings that potentially arise from fewer bulb replacements, since LEDs may replace various types of lamps. Because LEDs last significantly longer than all alternative lamp technologies, building owners may require fewer replacements when using LED lamps compared with other lighting sources.

Current Adoption

Lane (2023) found that LED lamps represented 50.5% of the lighting market globally for residential buildings in 2022, but does not provide adoption data specific to nonresidential buildings. Studies that provide global or geographically segmented LED adoption data for all building types are also limited. Therefore, we assume 50.5% to be representative of LED adoption across all buildings globally (Table 4).

Other studies highlight adoption levels across various countries. The data captured in these studies and reports provide context with specific adoption levels from different regions (see Geographic Guidance).

The IEA and U.S. Department of Energy (DOE) report that LEDs are increasingly the preferred choice of homeowners and the general building lighting market. This preference is evident in the growing market share of LED lamps sold and installed annually (Lane, 2023; Lee et al., 2024).

In general, the solution’s current adoption globally is substantial, and we recognize that some countries possess more room for the solution to scale. While adoption barriers vary across regions, many countries are establishing lighting standards to drive LED adoption, especially across Africa [(IEA, 2022; United Nations Industrial Development Organization (UNIDO), 2021].

Table 4. Current (2022) adoption level.

Units: % lamps LED

Estimate 50.5
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Adoption Trend

Adoption of LEDs has grown approximately 3.75%/yr over the past two decades.

Lane (2023) found that the proportion of lamps sold annually for building lighting that are LEDs grew from 1.1% in 2010 to 50.5% in 2022 (Figure 2). We estimated the adoption trend (Table 5) by determining the percentage growth between successive years, and calculating the variances.

Figure 2. Trend in LED adoption between 2010 and 2022 (adapted from Lane, 2023).

Source: Lane, K. (2023, 11 July 2023). Lighting. International Energy Agency (IEA). Retrieved 13 December 2024 from https://www.iea.org/energy-system/buildings/lighting

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Data on the growth of LEDs across regional building lighting markets are limited. Lee et al. (2024)’s analysis of the U.S. lighting market found 46.5% growth 2010–2020, which translates to 4.65% annually. Zissis et al. (2021) reported 26% growth for France for 2017–2020, which averages 8.67% annually.

Table 5. 2010–2022 adoption trend.

Units: % lamps LED market share growth/yr

25th percentile 2.85
Mean 4.12
Median (50th percentile) 3.75
75th percentile 5.4
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Adoption Ceiling

The adoption ceiling (Table 6) is 100%, meaning all lamps in buildings are LEDs. Lane (2023) projects 100% LED market penetration by 2030. If current adoption trends continue, 100% LED adoption is a practical and achievable upper limit. However, countries will need to overcome challenges such as regulatory enforcement, financial, and technology access issues, while preventing the entrance of inferior quality LEDs into their lighting market (IEA, 2022).

Table 6. Adoption ceiling

Units: % lamps LED

Estimate 100
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Achievable Adoption

We estimate a low achievable adoption scenario of 87% based on Statista’s projections about LED lighting market penetration by 2030 (Placek, 2023). The values were similar in Zissis et al. (2021).

For the high achievable scenario, we projected 10 years beyond the 2022 adoption level using the mean adoption trend of 4.12%/yr. This translates to a 41% growth on top of the current adoption level of 50.5%, summing up to a 92% LED adoption level (Table 7).

Table 7. Range of achievable adoption levels.

Unit: % lamps LED

Current adoption 50.5
Achievable – low 87
Achievable – high 92
Adoption ceiling 100
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We estimated that current adoption cuts about 0.36 Gt CO₂‑eq emissions on a 100-yr basis compared with the previous alternative lighting sources (Table 8). The low achievable adoption scenario of 87% LED lamps could cut emissions 0.62 Gt CO₂‑eq/yr due to reduced electricity consumption, while a high achievable adoption scenario of 92% LED lamps could cut emissions 0.65 Gt CO₂‑eq/yr. If the adoption ceiling of 100% LEDs for lighting buildings is reached, we estimate that 0.71 Gt CO₂‑eq/yr could be avoided (Table 8).

LED lighting could further cut electricity consumption as LED technology continues to improve. However, the technology’s future climate impacts will depend on the emissions of future electricity-generation systems.

Table 8. Climate impact at different levels of adoption.

Unit: Gt CO₂‑eq/yr, 100-yr basis

Current adoption 0.36
Achievable – low 0.62
Achievable – high 0.65
Adoption ceiling 0.71
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Additional Benefits

Income and Work

Because LEDs use less electricity than fluorescent and incandescent light bulbs (Khan & Abas, 2011), households and businesses using LED technology can save money on electricity costs. The payback period for the initial investment from lower utility bills is about one year for residential buildings and about two months for commercial buildings (Amann et al., 2022). LED lighting can contribute to savings by minimizing energy demand for cooling, since LEDs emit less heat than fluorescent and incandescent bulbs (Albatayneh et al., 2021; Schratz et al., 2016). However, it could also lead to a greater need for space heating in some regions. LED lights also last longer than alternative lighting technologies, which can lead to lower maintenance costs (Schratz et al., 2016).

Health

Reductions in air pollution due to LED lighting’s lower electricity demand decrease exposures to pollutants such as mercury and fine particulate matter generated from fossil fuel-based power plants, improving the health of nearby communities [Environmental Protection Agency (EPA), 2024]. These pollutants have been linked to increased morbidity from cardiovascular and respiratory disease, asthma, infections, and cancer, and to increased risk of mortality (Gasparotto & Martinello, 2021; Henneman et al., 2023). Because LEDs do not contain mercury, they can mitigate small health risks associated with mercury exposure when fluorescent light bulbs break (Bose-O’Reilly et al., 2010; Sarigiannis et al., 2012). Switching to LEDs can also enhance a visual environment and improve occupants’ well-being, visual comfort, and overall productivity when lamps with the appropriate lighting quality and correlated color temperature are selected (Fu et al., 2023; Iskra-Golec et al., 2012; Nair & Dhoble, 2021b).

Air and Water Quality

The lower electricity demand of LEDs could help reduce emissions from power plants and improve air quality (Amann et al., 2022). Additionally, LEDs can mitigate small amounts of mercury found in fluorescent lights (Amann et al., 2022). Mercury contamination from discarded bulbs in landfills can leach into surrounding water bodies and accumulate in aquatic life. LEDs also have longer lifespans than fluorescent and incandescent bulbs (Nair & Dhoble, 2021b) which can reduce the amount of discarded bulbs and further mitigate environmental degradation from landfills. 

Risks

We found limited data indicating risks with choosing LEDs over other lighting sources. Concerns about eye health raised in the early days of LED adoption (Behar-Cohen et al., 2011) have been allayed by studies that found that LEDs do not pose a greater risk to the eye than comparable lighting sources (Moyano et al., 2020). 

LED manufacturing uses metals like gold, indium, and gallium (Gao et al., 2022). This creates environmental risks due to mining (Xiong et al., 2023) and makes LED supply chains susceptible to macroeconomic uncertainties (Lee et al., 2021). With growing adoption of LED lights, there is also the risk of greater electronic waste at the end of the LED’s lifespan. Therefore, recycling is increasingly important (Cenci et al., 2020). 

Interactions with Other Solutions

Competing

Some studies demonstrate an increase in the indoor heating requirements when switching to LED lighting from other lighting sources, such as incandescent lamps, that produce more heat than LEDs. The difference is often small, but worth taking into account when adopting LEDs in a building with previously energy-inefficient lighting.

Dashboard

Solution Basics

% lamps LED

t CO₂-eq (100-yr)/unit/yr
7.09×10⁶
units
Current 50.5 08792
Achievable (Low to High)

Climate Impact

Gt CO₂-eq (100-yr)/yr
Current 0.36 0.620.65
US$ per t CO₂-eq
-175
Gradual

CO₂ , CH₄, N₂O, BC

Trade-offs

LED lamp manufacturing creates more emissions than manufacturing other types of lamps. For example, Zhang et al. (2023) compared the manufacturing emissions of a 12.5W LED lamp with a 14W CFL and a 60W incandescent bulb. These light sources provided similar levels of illumination (850–900 lumens). The production of one LED bulb resulted in 9.81 kg CO₂‑eq emissions, while the CFL and incandescent resulted in 2.29 and 0.73 kg CO₂‑eq emissions, respectively. However, LEDs are preferred because their longevity results in fewer LED lamps required to provide the same amount of lighting over time. LEDs can last 25 times longer than incandescent lamps with an identical lumen output (Nair & Dhoble, 2021b; Xu, 2019; Zhang et al., 2023). 

% lamps LED
< 20
20–40
40–60
> 60
No data

Percentage of lamps that are LEDs, circa 2020

The percentage of lamps used to light buildings that are LEDs varies around the world, with limited data available on a per-country basis.

Miah, M. A. R., & Kabir, R. (2023). Energy savings forecast for solid-state lighting in residential and commercial buildings in Bangladesh. IEEE PES 15th Asia-Pacific Power and Energy Engineering Conference (APPEEC), pp. 1-6, Link to source: https://doi.org/10.1109/APPEEC57400.2023.10561921

U.S. Department of Energy (2024). 2020 U.S. lighting market characterization. Link to source: https://www.energy.gov/sites/default/files/2024-08/ssl-lmc2020_apr24.pdf

World Furniture Online (2017). The lighting fixtures market in Australia and New Zealand. Link to source: https://www.worldfurnitureonline.com/report/the-lighting-fixtures-market-in-australia-and-new-zealand/

Zissis, G., Bertoldi, P., & Serrenho, T. (2021). Update on the status of LED-lighting world market since 2018. Publications Office of the European Union. Link to source: https://publications.jrc.ec.europa.eu/repository/handle/JRC122760

% lamps LED
< 20
20–40
40–60
> 60
No data

Percentage of lamps that are LEDs, circa 2020

The percentage of lamps used to light buildings that are LEDs varies around the world, with limited data available on a per-country basis.

Miah, M. A. R., & Kabir, R. (2023). Energy savings forecast for solid-state lighting in residential and commercial buildings in Bangladesh. IEEE PES 15th Asia-Pacific Power and Energy Engineering Conference (APPEEC), pp. 1-6, Link to source: https://doi.org/10.1109/APPEEC57400.2023.10561921

U.S. Department of Energy (2024). 2020 U.S. lighting market characterization. Link to source: https://www.energy.gov/sites/default/files/2024-08/ssl-lmc2020_apr24.pdf

World Furniture Online (2017). The lighting fixtures market in Australia and New Zealand. Link to source: https://www.worldfurnitureonline.com/report/the-lighting-fixtures-market-in-australia-and-new-zealand/

Zissis, G., Bertoldi, P., & Serrenho, T. (2021). Update on the status of LED-lighting world market since 2018. Publications Office of the European Union. Link to source: https://publications.jrc.ec.europa.eu/repository/handle/JRC122760

Maps Introduction

The Deploy LED Lighting solution can be equally effective at reducing electricity use across global regions because the efficiency gained by replacing other bulbs with LEDs is functionally identical. However, its climate impact will vary with the emissions intensity of each region’s electricity grid. Secondary considerations associated with uptake of LED lighting also can vary with climate and hence geography. In particular, the decrease in heating associated with LED lighting can reduce demands on air conditioning, leading to increased incentive for solution uptake in warmer climates.

Historically, a few countries typically account for the bulk of LEDs purchased. For example, 30% of the 5 billion LEDs sold globally in 2016 were sold in China. In the same period, North America accounted for 15% while Western Europe, Japan, and India represented 11%, 10%, and 8% of the LEDs sold, respectively (Kamat et al., 2020; U.S. DOE, 2016). Essentially, the growing sales of LEDs drove global adoption levels from 17.6% of the building lighting market in 2016 to 50.5% in 2022 (Lane, 2023). However, current adoption still varies considerably around the world. For instance, Lee et al. (2024) reported that LED market penetration in the U.S. was 47.5% in 2020, compared with 43.3% globally in the same period (Lane, 2023). Meanwhile, LED adoption in France was 35% in 2017, and countries in the Middle East such as the United Arab Emirates, Saudi Arabia, and Turkey had over 70% LED adoption that same year; residential buildings in the United Kingdom had 13% LED adoption in 2018, while Japan had 60% LED adoption as of 2019 (Zissis et al., 2021). This demonstrates potential to scale LED adoption in the future, especially in low- and middle-income countries where the bulk of new building occurs (IEA, 2023).

Action Word
Deploy
Solution Title
LED Lighting
Classification
Highly Recommended
Lawmakers and Policymakers
  • Use regulations to phase out and replace energy-inefficient lighting sources with LEDs.
  • Set regulations that encourage sufficient lighting to limit the overuse of LEDs (or rebound effects).
  • Require that public lighting use LEDs.
  • Use financial incentives such as tax breaks, subsidies, and grants to facilitate the transition to LEDs.
  • Revise building energy-efficiency standards to reflect energy savings of LEDs.
  • Develop production standards and mandate labeling for LEDs.
  • Build sufficient inspection capacity for LED manufacturers and penalize noncompliance with standards.
  • Use energy-efficiency purchase agreements to help support utility companies during the transition to LED lighting.
  • Invest in research and development that improves the cost and efficiency of LED lighting.
  • Develop a certification program for LED lighting.
  • Create exchange programs or buy-back programs for inefficient light bulbs.
  • Start demonstration projects to promote LED lighting.
  • Join, support, or create educational programs that raise public awareness about the cost savings and energy-efficiency gains associated with LEDs.

Further information:

Practitioners
  • Take advantage of or advocate for financial incentives such as tax breaks, subsidies, and grants to facilitate the production of LED lighting.
  • Help develop circular supply chains in renovating, remanufacturing, reusing, and redistributing materials.
  • Invest in research and development to improve efficiency and cost of LEDs.
  • Adhere to, or advocate for, national LED standards.
  • Develop, produce, and sell LED lighting that imitates incandescent or other familiar lighting.
  • Consider bundling services with retrofitting companies and collaborating with utility companies to offer rebates or other incentives.
  • Improve self-service of LEDs by reducing obstacles to installation and ensuring LEDs can be easily replaced.
  • Help create positive perceptions of LED lighting by showcasing usage, cost savings, and emissions reductions.
  • Create feedback mechanisms, such as apps that alert users to real-time benefits such as energy and cost savings.
  • Start demonstration projects to promote LED lighting.
  • Join, support, or create educational programs that raise public awareness about the cost savings and energy-efficiency gains associated with LEDs.

Further information:

Business Leaders
  • Retrofit existing operations for LEDs, replace inefficient bulbs, and purchase only LEDs going forward.
  • Help develop circular supply chains in renovating, remanufacturing, reusing, and redistributing LED lighting materials.
  • Take advantage of financial incentives such as tax breaks, subsidies, and grants to facilitate the transition to LED lighting.
  • Invest in research and development that improves the cost and efficiency of LED lighting.
  • Join, support, or create educational programs that raise public awareness about the cost savings and energy-efficiency gains associated with LEDs.

Further information:

Nonprofit Leaders
  • Retrofit existing operations for LEDs, replace inefficient bulbs, and purchase only LEDs going forward.
  • Help develop circular supply chains in renovating, remanufacturing, reusing, and redistributing LED lighting materials.
  • Take advantage of, or advocate for, financial incentives such as tax breaks, subsidies, and grants to facilitate the transition to LED lighting.
  • Advocate for regulations to phase out and replace energy-inefficient lighting sources with LEDs.
  • Advocate for production standards and labeling for LEDs.
  • Call for regulations that encourage sufficient lighting to limit the overuse of LEDs (or rebound effects).
  • Start demonstration projects to promote LED lighting.
  • Help develop, support, or administer a certification program for LED lighting.
  • Create national catalogs of LED manufacturers, suppliers, and retailers.
  • Join, support, or create educational programs that raise public awareness about the cost savings and energy-efficiency gains associated with LEDs.

Further information:

Investors
  • Retrofit existing operations for LEDs, replace inefficient bulbs, and purchase only LEDs going forward.
  • Take advantage of financial incentives such as tax breaks, subsidies, and grants to facilitate the transition to LED lighting.
  • Invest in LED manufacturers, supply chains, and supportive industries.
  • Support research and development to improve the efficiency and cost of LEDs.
  • Invest in LED companies.
  • Fund companies that provide retrofitting services (energy service companies).
  • Invest in businesses dedicated to advancing LED use.
  • Ensure portfolio companies do not produce or support non-LED lighting supply chains.
  • Join, support, or create educational programs that raise public awareness about the cost savings and energy-efficiency gains associated with LEDs.

Further information:

Philanthropists and International Aid Agencies
  • Retrofit existing operations for LEDs, replace inefficient bulbs, and purchase only LEDs going forward.
  • Take advantage of financial incentives such as tax breaks, subsidies, and grants to facilitate the transition to LED lighting.
  • Provide financing such as low-interest loans, grants, and micro-grants to help accelerate LED adoption.
  • Fund companies that provide retrofitting services (energy service companies).
  • Advocate for regulations to phase out energy-inefficient lighting sources and replace them with LEDs.
  • Call for regulations that encourage sufficient lighting to limit the overuse of LEDs (or rebound effects).
  • Start demonstration projects to promote LED lighting.
  • Help develop, support, or administer a certification program for LED lighting.
  • Create national catalogs of LED manufacturers, suppliers, and retailers.
  • Join, support, or create educational programs that raise public awareness about the cost savings and energy-efficiency gains associated with LEDs.

Further information:

Thought Leaders
  • Retrofit buildings for LED lighting, replace inefficient bulbs, and purchase only LEDs going forward.
  • Help create positive perceptions of LED lighting by highlighting your personal usage, cost and energy savings, and emissions reductions.
  • Help develop circular supply chains in renovating, remanufacturing, reusing, and redistributing materials.
  • Take advantage of, or advocate for, financial incentives such as tax breaks, subsidies, and grants to facilitate the transition to LED lighting.
  • Advocate for regulations to phase out energy-inefficient lighting sources and replace them with LEDs.
  • Advocate for LED standards.
  • Advocate for regulations that encourage sufficient lighting and guard against overuse of LEDs (or rebound effects).
  • Start demonstration projects to promote LED lighting.
  • Help develop, support, or administer a certification program for LED lighting.
  • Create national catalogs of LED manufacturers, suppliers, and retailers.
  • Join, support, or create educational programs that raise public awareness about the cost savings and energy-efficiency gains associated with LEDs.

Further information:

Technologists and Researchers
  • Develop circular supply chains in renovating, remanufacturing, reusing, and redistributing materials.
  • Improve the efficiency and cost of LEDs.
  • Improve LED lighting to imitate familiar lighting, offer customers settings, and augment color rendering.
  • Improve self-service of LEDs by reducing obstacles to installation and ensuring LEDs can be replaced individually.
  • Help develop standards for LEDs.
  • Create feedback mechanisms, such as apps that alert users to real-time benefits such as energy and cost savings.

Further information:

Communities, Households, and Individuals
  • Retrofit for LEDs, replace inefficient bulbs, and purchase only LEDs going forward.
  • Help create positive perceptions of LED lighting by highlighting your personal usage, cost and energy savings, and emissions reductions.
  • Help develop circular supply chains in renovating, remanufacturing, reusing, and redistributing materials.
  • Take advantage of or advocate for financial incentives such as tax breaks, subsidies, and grants to facilitate the transition to LED lighting.
  • Advocate for regulations to phase out and replace energy-inefficient lighting sources with LEDs.
  • Advocate for LED standards.
  • Advocate for regulations that encourage sufficient lighting to limit the overuse of LEDs (or rebound effects).
  • Join, support, or create educational programs that raise public awareness about the cost savings and energy-efficiency gains associated with LEDs.

Further information:

Evidence Base

Consensus of effectiveness in reducing GHG emissions from electricity generation: High

Using LEDs significantly minimizes the electricity required to light buildings, thereby reducing GHG emissions from electricity generation. Many countries are phasing out other lighting sources to reduce GHG emissions (Lane, 2023).

The IEA reported that global adoption of LEDs drove a nearly 30% reduction in annual electricity consumption for lighting in homes between 2010 and 2022 (Lane, 2023). Hasan et al. (2025) indicated that LEDs could reduce the lighting energy usage of buildings (and their resulting GHG emissions) in Bangladesh by 50%. Periyannan et al. (2023) recorded significant electricity savings after evaluating the impact of retrofitting hotels in Sri Lanka with LEDs. Forastiere et al. (2024)’s analysis of the retail buildings in Italy showed an 11% reduction in energy consumption from replacing other lamps with LEDs. Booysen et al., (2021) also achieved significant energy reduction with lighting retrofits in South African educational buildings.

The results presented in this document summarize findings from six original studies and three public sector/multilateral agency reports, which collectively reflect current evidence both globally and from six countries on four different continents. We recognize this limited geographic scope creates bias, and hope this work inspires research and data sharing on this topic in underrepresented regions.

Updated Date

Use Heat Pumps

Image
Image
Heat pumps
Coming Soon
Off
Summary

Heat pumps use electricity to efficiently move heat from one place to another. This solution focuses on the replacement of fossil fuel–based heating systems with electric heat pumps. Heat pumps are remarkably efficient because they collect heat from the outside air, ground, or water using a refrigerant and use a pump to move the heat into buildings to keep them warm in colder months. Heat pumps typically replace heating systems such as boilers, furnaces, and electric resistance heaters. Many will also replace air conditioners, because the same pump can move heat out of a building in warmer months. 

Description for Social and Search
Heat pumps are a Highly Recommended climate solution. They replace heating systems that burn fossil fuels; many can also provide cooling in hotter months.
Overview

Heat pumps use a refrigerant cycle to move heat. When the liquid refrigerant enters a low pressure environment, it absorbs heat from the surrounding air (air-source heat pumps), water, or ground (ground-source heat pumps) as it evaporates. When the refrigerant vapor is compressed, it condenses back into a liquid, releasing the stored heat into the building. By passing the refrigerant through this cycle, a heat pump can move heat from outside to inside a building. 

Absorbing heat from the outside gets more difficult as temperatures drop. However, modern cold-climate heat pumps are designed to work effectively at temperatures approaching –30 °C (–22 °F) (Gibb et al., 2023). The freezer in your home uses the same technology, moving heat out of the cold box into the warm room to keep your food frozen. In most systems, the refrigerant cycle in a heat pump can be reversed in warmer months, moving heat out of a building to ensure its occupants are comfortable year-round. 

Heat pumps are very efficient at using electricity for heating. This is because they move heat rather than generating heat (e.g., by combustion). For example, a heat pump may have a seasonal coefficient of performance (SCOP) of 3, meaning it can move an average of three units of heat energy for every unit of electrical energy that it consumes. Conventional combustion and electric resistance heaters cannot produce more than one unit of heat energy for every unit of fuel energy or electrical energy provided. 

Heat pump systems may be all-electric or hybrid, where a secondary fossil fuel-based heating system takes over in colder weather. 

A heat pump’s potential to reduce GHG emissions depends on the heating source it replaces and the emissions intensity of the electricity used to run it. When heat pumps replace fossil fuel-based heating, they displace the GHG emissions – primarily CO₂ – generated when the fuel is burned. When replacing electric resistance heaters, heat pumps reduce the GHG emissions from the electricity to power the system because heat pumps are much more energy efficient. As electrical grids decarbonize, the GHG emissions from operating heat pumps will decrease. 

All-electric heat pumps provide the most climate benefit because they can be powered with clean energy, but hybrid heat pumps also play an important emissions-reduction role. Hybrids consist of a smaller electric heat pump system that switches to fuel-based heating systems in colder weather. They may be attractive due to lower up-front costs and because they have lower peak power demand on cold days, but hybrids also have a smaller emissions impact. Our cost and emissions analyses assumed all-electric air-source heat pumps, while the data used in the adoption analysis included all types of heat pumps with the expectation that all-electric versions will dominate in the longer term. 

In this analysis, we calculated effectiveness and cost outcomes from specific countries with high heat-pump adoption (European countries, Canada, the United States, Japan, and China) to avoid comparing research studies that use different assumptions. The analysis used global assumptions for heating system efficiency: 90% for fueled systems (International Gas Union, 2019), 100% for electric resistance (U.S. Department of Energy [U.S. DOE], n.d.), and SCOP of 3 for heat pumps (Crownhart, 2023). We also assumed all existing fueled systems use natural gas, which is currently the dominant fossil fuel used for space heating globally (International Energy Agency [IEA], 2023b). The analysis did not include emissions or costs from cooling but did assume the heat pump is replacing both a heating and cooling system. 

The cost and effectiveness analyses focused on residential heating systems due to availability of data and also because large variations in the cost and size of commercial systems make it more challenging to estimate their global impacts. Commercial heating systems are typically larger than residential systems, and their emissions impacts are expected to be proportionally greater per unit. Cost savings may be different due the greater complexity of heating and cooling systems (Tejani & Toshniwal, 2023). Available data on heat pump adoption, on the other hand, typically include both residential and commercial units. Our adoption analysis therefore included both residential and commercial buildings, with greater adoption assumed in the residential sector. 

Air-Conditioning, Heating, and Refrigeration Institute. (2025). AHRI releases November 2024 U.S. heating and cooling equipment shipment data. Link to source: https://www.ahrinet.org/sites/default/files/Stat%20Release%20Nov%2024/November%202024%20Statistical%20Release.pdf 

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McDiarmid, H. (2023). An analysis of the impacts of all-electric heat pumps and peak mitigation technologies on peak power demand in Ontario [Report]. Ontario Clean Air Alliance. Link to source: https://www.cleanairalliance.org/wp-content/uploads/2023/12/Heat-Pump-Peak-Report-ONLINE-dec-11.pdf 

McDiarmid, H., & Parker, P. (2024). Retrofitting homes in Ontario entails significant embodied emissions: New policies needed. Climate Policy, 25(3), 388–400. Link to source: https://doi.org/10.1080/14693062.2024.2390520 

Renaldi, R., Hall, R., Jamasb, T., & Roskilly, A. P. (2021). Experience rates of low-carbon domestic heating technologies in the United Kingdom. Energy Policy, 156, Article 112387. Link to source: https://doi.org/10.1016/j.enpol.2021.112387 

Romanello, M., Walawender, M., Hsu, S.-C., Moskeland, A., Palmeiro-Silva, Y., Scamman, D., Ali, Z., Ameli, N., Angelova, D., Ayeb-Karlsson, S., Basart, S., Beagley, J., Beggs, P. J., Blanco-Villafuerte, L., Cai, W., Callaghan, M., Campbell-Lendrum, D., Chambers, J. D., Chicmana-Zapata, V., … Costello, A. (2024). The 2024 report of the Lancet Countdown on health and climate change: Facing record-breaking threats from delayed action. The Lancet, 404(10465), 1847–1896. Link to source: https://doi.org/10.1016/S0140-6736(24)01822-1 

Sandoval, N., Harris, C., Reyna, J. L., Fontanini, A. D., Liu, L., Stenger, K., White, P. R., & Landis, A. E. (2024). Achieving equitable space heating electrification: A case study of Los Angeles. Energy and Buildings, 317, Article 114422. Link to source: https://doi.org/10.1016/j.enbuild.2024.114422 

Sovacool, B. K., Evensen, D., Kwan, T. A., & Petit, V. (2023). Building a green future: Examining the job creation potential of electricity, heating, and storage in low-carbon buildings. The Electricity Journal, 36(5), Article 107274. Link to source: https://doi.org/10.1016/j.tej.2023.107274 

Tejani, A., & Toshniwal, V. (2023). Differential energy consumption patterns of HVAC systems in residential and commercial structures: A comparative study. International Journal of Advancements in Science & Technology, 1(3), 47–58. 

U.S. Department of Energy. (2022). Residential cold-climate heat pump technology challenge. Link to source: https://www.energy.gov/eere/buildings/articles/residential-cold-climate-heat-pump-technology-challenge-fact-sheet 

U.S. Department of Energy. (n.d.). Electric resistance heating. Retrieved September 2, 2025, from Link to source: https://www.energy.gov/energysaver/electric-resistance-heating 

U.S. Energy Information Administration. (2023). Updated buildings sector appliance and equipment costs and efficiencies [Report]. Link to source: https://www.eia.gov/analysis/studies/buildings/equipcosts/pdf/full.pdf 

Van Someren, C., Visser, M., & Slootweg, H. (2021). Impacts of electric heat pumps and rooftop solar panels on residential electricity distribution grids. 2021 IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe), 01–06. Link to source: https://doi.org/10.1109/ISGTEurope52324.2021.9640090 

Wilson, E. J. H., Munankarmi, P., Less, B. D., Reyna, J. L., & Rothgeb, S. (2024). Heat pumps for all? Distributions of the costs and benefits of residential air-source heat pumps in the United States. Joule, 8(4), 1000–1035. Link to source: https://doi.org/10.1016/j.joule.2024.01.022 

Zahiri, S., & Gupta, R. (2023). Examining the risk of summertime overheating in UK social housing dwellings retrofitted with heat pumps. Atmosphere, 14(11), Article 1617. Link to source: https://doi.org/10.3390/atmos14111617 

Zhang, Q., Zhang, L., Nie, J., & Li, Y. (2017). Techno-economic analysis of air source heat pump applied for space heating in northern China. Applied Energy, 207, 533–542. Link to source: https://doi.org/10.1016/j.apenergy.2017.06.083 

Zhou, M., Liu, H., Peng, L., Qin, Y., Chen, D., Zhang, L., & Mauzerall, D. L. (2022). Environmental benefits and household costs of clean heating options in northern China. Nature Sustainability, 5(4), 329–338. Link to source: https://doi.org/10.1038/s41893-021-00837-w 

Credits

Lead Fellow

  • Heather McDiarmid, Ph.D.

Contributors

  • Stephen Agyeman, Ph.D.

  • Ruthie Burrows, Ph.D.

  • James Gerber, Ph.D.

  • Sarah Gleeson, Ph.D.

  • Yusuf Jameel, Ph.D.

  • Daniel Jasper

  • Jason Lam

  • Cameron Roberts, Ph.D.

  • Alex Sweeney

  • Eric Wilczynski

Internal Reviewers

  • Aiyana Bodi

  • Hannah Henkin

  • Jason Lam

  • Zoltan Nagy, Ph.D.

  • Ted Otte

  • Amanda D. Smith, Ph.D.

Effectiveness

Our analysis showed that each all-electric residential heat pump for space heating reduces emissions by an average of 0.97 t CO₂‑eq /heat pump system/yr (20-yr and 100-yr basis, Table 1). 

Heat pumps reduce emissions by reducing the amount of fossil fuels burned for space heating or by reducing the use of less efficient electric resistance heating. Operating a heat pump generates no on-site emissions except refrigerant leaks, which are addressed by the Improve Refrigerant Management solution. Our analysis included the emissions from the electricity used to power heat pumps. Thus, the emissions reduction from heat pump adoption is expected to improve as electricity generation incorporates more renewable energy (Knobloch et al., 2020). 

There are significant regional differences in heat pump effectiveness due to the electricity mix, climate, and types of heating systems used today (Knobloch et al., 2020). The global average is weighted based on regional heating requirements and existing heating technologies. 

We did not quantify the reduction in pollutants such as nitrogen oxides, sulfur oxides, and particulate matter, which are released when fossil fuels are burned for space heating. We also refrained from estimating the global warming impacts of refrigerant leaks associated with the use of heat pumps, which is addressed by our Improve Refrigerant Management solution, or natural gas leaks associated with the use of fossil fuels for heating. 

Table 1. Effectiveness at reducing emissions from space heating.

Unit: t CO₂‑eq/heat pump system/yr, 100-yr basis

Mean 0.97
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Cost

A residential air-source heat pump has a mean initial installed cost of US$6,800 and an estimated US$540/yr operational cost for heating. Over a 15-year lifespan, this results in a net cost of US$990/yr. A heat pump generally replaces both a heating and cooling system with a combined mean installed cost of US$5,300. Operating a baseline heating system costs US$830/yr (operational cooling cost was not included in this analysis). Over a 15-year lifespan, the baseline case has a net cost of US$1,180/yr. This results in a net US$190 savings for households that switch to a heat pump. This translates to US$200 savings/t CO₂‑eq reduced (Table 2).

These values include the average annual cost to operate the equipment for heating and the annualized up-front cost of a heat pump relative to both a heating and cooling system that it replaces. There can be significant variability in the up-front cost of equipment based on the type of heat pump installed, the size of the building, and the climate in which it is designed to operate. We assumed the cost to operate the equipment for cooling to be the same with heat pumps and the air conditioners they replace. 

There are significant regional differences in the operational cost of heating systems due to climate, utility rates, and the heating systems in use today. The global average outcomes described here are weighted averages from Europe, Canada, the United States, China, and Japan based on regional heating requirements and existing heating technologies. 

Utility cost estimates are from June 2023 (Global Petrol Prices, 2024) and may vary substantially over time due to factors such as volatile fossil fuel prices, changing carbon prices, and heat pump incentives. Additional installation costs, such as upgrades to electrical systems, ductwork, or radiators, are not included. 

Table 2. Cost per unit climate impact. Negative values reflect cost savings.

Unit: 2023 US$/t CO₂‑eq , 100-yr basis

Mean –200
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Methods and Supporting Data

Methods and Supporting Data

Learning Curve

Insufficient data exist to quantify the learning curve for heat pumps. 

The cost of installing a heat pump includes both equipment costs and the labor cost of installation. According to the U.S. Energy Information Administration ([U.S. EIA] 2023), retail equipment costs are 60–80% of the total installed cost of residential air-source heat pumps (central and ductless). 

Equipment costs can decrease with economies of scale and as local markets mature, but may be confounded by technological advances as well as equipment and/or refrigerant regulations that can also increase costs (IEA, 2022). European estimated learning rates for heat pump equipment costs range from 3.3% for ground-source heat pumps (Renaldi et al., 2021) to 18% for air-source heat pumps (Jakob et al., 2020). Ease and cost of installation is a research and development goal for manufacturers (IEA, 2022). 

The installed cost is also affected by rising labor costs and projected labor shortages (IEA, 2022). Renaldi et al. (2021) showed negative learning rates for the total installed costs in the United Kingdom due to increasing installation costs: –2.3% and –0.8% for air-source and ground-source heat pumps, respectively.

Heat pump manufacturer efforts to improve the performance of the technology may impact learning curves as well. In North America, the Residential Heat Pump Technology Challenge has supported the development of heat pumps with improved cold-climate performance (U.S. DOE, 2022). 

Speed of Action

Speed of action refers to how quickly a climate solution physically affects the atmosphere after it is deployed. This is different from speed of deployment, which is the pace at which solutions are adopted.

At Project Drawdown, we define the speed of action for each climate solution as emergency brake, gradual, or delayed.

Use Heat Pumps is a GRADUAL climate solution. It has a steady, linear impact on the atmosphere. The cumulative effect over time builds as a straight line.

Caveats

Heat pumps can increase demand for electricity and can therefore increase demand for fossil fuel-based power generation. In areas where power generation relies heavily on fossil fuels, heat pumps may generate more emissions than gas heating systems. As the electricity sector adopts more renewables and phases out fossil fuel-based generation, the emissions impact of heat pumps will decrease. Once a building has been designed or retrofitted to accommodate a heat pump it is likely that new heat pumps will be installed at the end of equipment life, perpetuating the benefit.

Efforts are underway to retrofit buildings by improving insulation, air-sealing, and upgrading windows. When done alongside heat pump adoption, retrofits can reduce the size of heat pump needed and increase total energy, emissions, and cost savings. 

As heat pump adoption grows, so too will the manufacture of refrigerants, some of which have high global warming potentials when they escape to the atmosphere. See Deploy Alternative Refrigerants and Improve Refrigerant Management solutions for more on accelerating change in this sector.

Current Adoption

Our analysis suggests that 130 million heat pumps for heating are currently in operation primarily based on data in Europe, Canada, the United States, China, and Japan (Table 3). These include both all-electric heat pumps and hybrid heat pumps. The IEA (2023a) estimated that 12% of global space heating demand was met by heat pumps in 2022. 

This value is based on market reports and national data sources plus IEA (2022) estimates of total GW of installed capacity. To convert installed capacity to the number of heat pumps, we used the median from the range of suggested average capacities (7.5 kW for Europe and North America, 4 kW in Japan and China, 5 kW global average). In Japan, where heat pump units typically heat only one room, we assumed 2.4 units per heat pump (International Renewable Energy Agency [IRENA], 2022).

Table 3. Current heat pump adoption level (2020–2022).

Unit: Heat pump systems in operation

Mean 130,000,000
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Adoption Trend

Our estimates put the median adoption trend at 17 million new all-electric and hybrid heat pumps in operation per year (Table 4). This analysis is based on product shipment data (used as a proxy for installed heat pumps), market reports, national statistics, and IEA data for growth in installed capacity. For the IEA data (2010–2023), we assumed a global average of 5 kW of heat capacity per heat pump unit (IEA, 2024).

Shipment and market analysis reports consistently show growing markets for heat pumps in much of the world (Asahi, 2023; European Heat Pump Association, 2024; IEA, 2024). In the United States, shipments of heat pumps have outnumbered gas furnaces since at least 2022 (Air-Conditioning, Heating, and Refrigeration Institute, 2025).

Table 4. Heat pump adoption trend (2010–2023).

Unit: Heat pump systems in operation/yr

25th percentile 12,000,000
Mean 15,000,000
Median (50th percentile) 17,000,000
75th percentile 18,000,000
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Adoption Ceiling

Our adoption ceiling is set at 1.200 billion heat pumps for space heating by 2050 (Table 5), most of which are expected to be in residential buildings. This is based on the IEA’s Net Zero Roadmap projection that heat pumps will represent 6,500 GW of heating capacity globally by 2050, covering 55% of space heating demand (IEA, 2023a). Our adoption ceiling assumes all-electric heat pumps cover all space heating demand. 

We assumed that average heat pump sizes (capacities) will increase over time as heat pumps cover a greater portion of a building’s heating load and as more commercial buildings with larger heating loads install heat pumps. Using a global average of 10 kW per heat pump, the IEA projections imply 650 million heat pumps will be in operation by 2050 with the technical adoption ceiling for 1,200 million heat pumps if all heating demand were met by heat pumps.

Table 5. Heat pump adoption ceiling: upper limit for adoption level.

Unit: Heat pump systems in operation by 2050

Mean 1,200,000,000
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Achievable Adoption

We estimate the achievable range for heat pump adoption to be 600–960 million heat pumps in operation by 2050 (Table 6).

Most existing space heating systems will be replaced at least once between now and 2050 because this equipment typically has lifetimes of 15–30 years (U.S. EIA, 2023). Policies that encourage high efficiency heat pumps alongside insulation upgrades have the potential to provide lifetime savings, greater comfort, and energy efficiency benefits (Wilson et al., 2024). Given the available timelines and potential benefits, near full adoption is technically feasible. 

We have set the Achievable – High heat pump adoption at 80% of the adoption ceiling to account for systems that are difficult to electrify due to very cold climates, policy, economic barriers, and grid constraints. This high achievable value assumes that some systems may be replaced before their end of life to meet climate and/or financial goals. 

We have set the Achievable – Low heat pump adoption at 50% of the adoption ceiling. This is roughly consistent with the current adoption trend continuing out to 2050. 

Our heat pump units adopted include both all-electric and hybrid heat pumps. This analysis assumes that hybrid heat pumps will become less common as fuels are phased out and that all-electric heat pumps will dominate by 2050. 

Table 6. Range of achievable adoption levels.

Unit: Heat pump systems installed

Current adoption 130,000,000
Achievable – low 600,000,000
Achievable – high 960,000,000
Adoption ceiling 1,200,000,000
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Our estimates show the global impact of existing heat pumps for space heating to be a reduction of 0.13 Gt CO₂‑eq/yr (100- and 20-yr basis) based on current adoption and today’s electricity grid emissions (Table 7). Because electricity grid emissions are decreasing for each kWh of electricity generated (IEA, 2025), the actual impact will be greater than our estimates when future electricity generation emissions are lower.

For the adoption ceiling, assuming heat pumps supply all of the IEA’s projected global heating demand in 2050 (IEA, 2023a), 1.2 Gt CO₂‑eq/yr (100- and 20-yr basis) could be avoided per year with today’s electricity grid emissions.

A high-end achievable target is 80% of the adoption ceiling, accounting for systems that might continue to use fossil fuels for heating due to factors such as cold climates, economic barriers, and grid constraints. This would result in avoiding 0.93 Gt CO₂‑eq/yr (100- and 20-yr basis) with today’s electricity grid emissions. 

A low-end achievable target is 50% of the adoption ceiling, roughly equivalent to heat pump adoption continuing at today’s rate. This would result in avoiding 0.58 Gt CO₂‑eq/yr (100- and 20-yr basis) with today’s electricity grid emissions. 

Table 7. Climate impact at different levels of heat pump systems adoption.

Unit: Gt CO₂‑eq/yr, 100-yr basis

Current adoption 0.13
Achievable – low 0.58
Achievable – high 0.93
Adoption ceiling 1.2
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Additional Benefits

Heat Stress

Heat waves and extreme heat are becoming increasingly significant factors of morbidity and mortality worldwide (Romanello et al., 2024). Some buildings that replace heating systems with heat pumps will gain access to cooling (Congedo et al., 2023; Wilson et al., 2024; Zhang et al., 2017). This can provide protection from heat stress in regions experiencing increasingly hotter summers (where air conditioning was not previously necessary) and for populations that are vulnerable to heat stress, such as the elderly (Malmquist et al., 2022). Some jurisdictions incentivize heat pumps for this reason. For example, the United Kingdom plans to install 600,000 heat pumps by 2028 (Zahiri & Gupta, 2023), and local climate adaptation plans in Canada recommend the installation of heat pumps to provide space cooling that can reduce morbidity and mortality during heat waves (Canadian Climate Institute, 2023; City of Vancouver, n.d.). Because exposure to extreme heat is disproportionately higher for minority communities – particularly in urban environments – access to cooling has important implications for environmental justice (Benz & Burney, 2021). 

Income and Work

Installing heat pumps can lead to greater household savings on electricity. Research has shown that across the United States, heat pumps can reduce electricity bills for 49 million homes with an average savings of US$350–600 per year, depending on the efficiency of the heat pump (Wilson et al., 2024). Wilson et al. (2024) found that higher efficiency heat pumps could be cost-effective for about 65 million households in the United States. Heat pumps also create jobs (Sovacool et al., 2023). In its post-COVID-19 recovery plan, the IEA (2020) estimated that every US$1 million investment in heat pumps could generate 9.1 new jobs and reduce 0.8 jobs in the fossil fuel industry. About half of the new jobs will be in manufacturing, with the remaining distributed between installation and maintenance.

Health

Burning fossil fuels for heating directly emits health-harming particulates and can generate carbon monoxide. Replacing fossil gas heating with heat pumps can reduce air pollution (Carella & D’Orazio, 2021) and contribute to improving health outcomes (Zhou et al., 2022). A study in China showed that as the power grid moves to incorporate renewable energy, the air quality and health benefits of heat pumps will increasingly outweigh the benefits of gas heaters (Zhou et al., 2022). The risk of carbon monoxide poisoning also decreases in buildings that switch from fuel-burning space heating to heat pumps. In buildings that burn fuels for applications such as space heating, carbon monoxide can pose serious health risks, including poisoning and death (Mattiuzzi & Lippi, 2020). 

Risks

Heat pumps contain refrigerants that often have high global warming potentials. Refrigerant leaks can occur during installation, operation, and end of life (McDiarmid & Parker, 2024). As more heat pumps are adopted, there is a risk of increased emissions from refrigerant leaks during operation as well as refrigerant release at the end of equipment life. Alternate refrigerants with lower global warming potentials are being phased in due to an international agreement to reduce hydrofluorocarbons, including many refrigerants (Kigali Amendment). 

Higher rates of heat pump installation will require upscaling heat pump manufacturing and training, plus certification of skilled labor to install them. Skilled labor shortages are already creating bottlenecks for heat pump adoption in some countries, some of which can be met by reskilling other heating technicians (IEA, 2022).

Interactions with Other Solutions

Reinforcing

Advancements in heat pump technology will support the development and adoption of heat pump technology for industrial applications.

The increased adoption of heat pumps will increase the market for alternative refrigerants and refrigerant management.

Competing

Heat pumps reduce the emissions from heating and cooling buildings. This reduces the effectiveness of technologies that reduce heating and/or cooling demands.

Adoption of heat pumps for space heating is likely to generate seasonal peaks in power demand during cold days that may require building out extra generating capacity that decrease grid efficiency (Bloess et al., 2018). Heat pumps can compete with electric cars for power during peak times (Van Someren et al., 2021).

Dashboard

Solution Basics

heat pump systems

t CO₂-eq (100-yr)/unit/yr
0.97
units
Current 1.3×10⁸ 06.0×10⁸9.6×10⁸
Achievable (Low to High)

Climate Impact

Gt CO₂-eq (100-yr)/yr
Current 0.13 0.580.93
US$ per t CO₂-eq
-200
Gradual

CO₂ , CH₄, N₂O, BC

Trade-offs

Enhanced grid infrastructure will be required to support widespread building electrification and the greater demand for electricity, especially on cold days when heat pumps are less efficient at moving heat (Cooper et al., 2016). Demand-side management, thermal storage, home batteries, bidirectional chargers, and greater adoption of ground-source heat pumps can all help to reduce this increased demand (Cooper et al., 2016; McDiarmid, 2023).

In general, heat pumps have higher up-front costs than do fueled alternatives but will save a building owner money over the lifetime of the system. This can create economic barriers to accessing the benefits of heat pumps, with low-income homeowners and renters who pay for their utilities being particularly vulnerable to being left behind in the transition (Sandoval et al., 2024). Equity advocates are also concerned that the cost of maintaining gas and other fossil fuel infrastructure may increasingly fall on lower-income building owners who struggle to afford the upfront cost of electrifying with heat pumps (Davis & Hausman, 2022). 

°C days
015,000

Space heating demand (18 °C basis)

Heating degree days are a measure of total space-heating demand to maintain an indoor temperature above 18 °C. Here we show annual average heating degree days for the decade ending in 2025.

Copernicus Climate Change Service. (2023). ERA5 hourly data on single levels from 1940 to present [Data set]. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). Retrieved January 13, 2026 from Link to source: https://doi.org/10.24381/cds.adbb2d47     

Hersbach, H., Bell, B., Berrisford, P., Hirahara, S., Horányi, A., Muñoz‐Sabater, J., Nicolas, J., Peubey, C., Radu, R., Schepers, D., Simmins, A., Soci, C., Abdalla, S., Abellan, X., Balsamo, G., Bechtold, P., Biavati, G., Bidlot, J., Bonavita, M., … Thépaut, J. N. (2020). The ERA5 global reanalysis. Quarterly Journal of the Royal Meteorological Society, 146(730), 1999–2049. Link to source: https://doi.org/10.1002/qj.3803  

°C days
015,000

Space heating demand (18 °C basis)

Heating degree days are a measure of total space-heating demand to maintain an indoor temperature above 18 °C. Here we show annual average heating degree days for the decade ending in 2025.

Copernicus Climate Change Service. (2023). ERA5 hourly data on single levels from 1940 to present [Data set]. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). Retrieved January 13, 2026 from Link to source: https://doi.org/10.24381/cds.adbb2d47     

Hersbach, H., Bell, B., Berrisford, P., Hirahara, S., Horányi, A., Muñoz‐Sabater, J., Nicolas, J., Peubey, C., Radu, R., Schepers, D., Simmins, A., Soci, C., Abdalla, S., Abellan, X., Balsamo, G., Bechtold, P., Biavati, G., Bidlot, J., Bonavita, M., … Thépaut, J. N. (2020). The ERA5 global reanalysis. Quarterly Journal of the Royal Meteorological Society, 146(730), 1999–2049. Link to source: https://doi.org/10.1002/qj.3803  

Maps Introduction

In this solution, heat pumps replace space-heating options that rely on fossil fuels. This primarily applies to North America, Asia, and Europe. Limited data are available for some regions, so this analysis focuses on European countries, Canada, the United States, Japan and China. 

The effectiveness of heat pumps at reducing GHG emissions is influenced by the heating needs of the region and the generation mix of the electricity grid. Areas with higher heating needs will generally show greater emissions reduction because more energy is needed to keep buildings warm. However, this is partially offset because heat pumps are less energy efficient on colder days. The local electricity grid mix matters because heat pumps are powered by electricity. Given the same outside temperature, regions with a largely emissions-free grid (e.g., France or Canada) will have higher emissions impacts from heat pump adoption than areas where electricity is  largely generated from fossil fuels (e.g., China). The type of heat pumps (all-electric vs. hybrid) best suited to each region depends on technological and economic factors.

Action Word
Use
Solution Title
Heat Pumps
Classification
Highly Recommended
Lawmakers and Policymakers
  • Introduce zero-carbon ready building codes, clearly designating heat pumps as the default for all new buildings.
  • Incentivize purchases with grants, loans, or tax rebates.
  • Increasing training and support for heat pump installers.
  • Expand the electrical grid and increase renewable energy generation.
  • Streamline permitting processes.
  • Incentivize complementary solutions such as better insulation, thermal storage, and air sealing.
  • Institute a clean heat standard (similar to a renewable energy standard) with a well-defined implementation timeline.
  • Launch performance labels for heating technology.
  • Roll out new energy efficiency programs.
Practitioners
  • Commit to zero-carbon construction, clearly designating heat pumps as the default for all new buildings.
  • Increase the available workforce by encouraging trade organizations to promote career and workforce development programs.
  • Design heat pumps that are simpler, faster, and cheaper to install.
  • Educate customers on the benefits and train them on usage.
  • Connect with users and early adopters to understand and adapt to consumer sentiment.
  • Create appealing incentives and financing programs.
  • Partner with builders and developers to improve product adoption and increase market demand for heat pumps.
Business Leaders
  • Commit to zero-carbon construction, clearly designating heat pumps as the default for all new buildings.
  • Deploy heat pumps in all owned and operated facilities.
  • Encourage building owners and managers to switch to heat pumps in leased facilities.
  • Promote the benefits of heat pumps and share government incentives with leased facilities and networks.
  • Encourage employees to reduce emissions at home by providing educational resources on the benefits of domestic heat pumps.

Further information:

Nonprofit Leaders
  • Advocate for zero-carbon construction and building codes that clearly designate heat pumps as the default for all new buildings.
  • Deploy heat pumps in owned and operated facilities.
  • Encourage building owners and managers to switch to heat pumps in leased facilities.
  • Educate businesses and communities on the benefits of installing heat pumps and any tax incentives in their region.
  • Advocate to policymakers for improved policies and incentives.
  • Educate community leaders on the need for adoption.
Investors
  • Commit to only finance zero-carbon construction with clear requirements for heat pumps as the default for all new development investments.
  • Deploy capital to efforts that improve heat pump performance and reduce material, installation, and maintenance costs.
  • Explore investment opportunities that address supply chain concerns.
  • Consider investments that mitigate non-manufacturing barriers to scaling.
  • Finance heat pump installations via low-interest loans.
Philanthropists and International Aid Agencies
  • Directly distribute heat pumps, prioritizing locations where heat pumps maximize emissions reductions, and improve housing affordability.
  • Advocate for zero-carbon construction and building codes that clearly designate heat pumps as the default for all new buildings.
  • Fund R&D efforts and competitions to improve technology, reduce costs, and address supply chain concerns.
  • Support consumer advocacy and education campaigns on heat pumps and how to maximize regulatory incentives.
  • Support training or incentive programs for distributors and installers.
Thought Leaders
  • Advocate for zero-carbon construction and building codes that clearly designate heat pumps as the default for all new buildings.
  • Highlight the need to transition away from fossil-fuel-fired heating.
  • Educate the public on the benefits of heat pumps and how they work.
  • Provide case studies that present successes and lessons learned.
  • Increase consumer comfort by including heat pumps in communication content on topics such as home remodeling and construction, technology, health, self-sufficiency, and personal finance.
  • Provide up-to-date user information on available models.
Technologists and Researchers
  • Identify safe, cost-effective, and suitable alternative refrigerants.
  • Design systems that require less refrigerant.
  • Work to increase the longevity of heat pumps.
  • Improve heat pumps’ efficiency and capacity at low temperatures as well as their ability to deliver higher temperature heat.
  • Research external social factors critical to adoption.
  • Identify appropriate methods for recycling and disposing of heat pumps and responsibly recovering their refrigerant chemicals at the end of the product life cycle. 

Further information:

Communities, Households, and Individuals
  • Install heat pumps when possible and encourage local heating, ventilation, and air conditioning (HVAC) retailers and installers to sell services and equipment.
  • Increase consumer comfort by sharing your experience and tips for troubleshooting technologies.
  • Advocate for zero-carbon construction and building codes that clearly designate heat pumps as the default for all new buildings.
  • Build support networks for new users and connect to explore innovations.
  • Encourage your property management company, employers, and government officials to accelerate adoption. 

Further information:

Evidence Base

Consensus of effectiveness in reducing GHG emissions: High

Electric heat pumps are generally viewed as the primary strategy for reducing GHG emissions from buildings. The Intergovernmental Panel on Climate Change ([IPCC] 2023) noted that heat pumps drive electrification in buildings and help decrease emissions. The European Commission (2022) claimed that heat pumps are an essential way of decreasing reliance on gas in heating while increasing the use of renewable energy in the heating sector. The IEA (2022) reported that heat pumps powered by electricity generated with renewable energy “are the central technology in the global transition to secure and sustainable heating.” IRENA (2024) claimed heat pumps in buildings “will play a crucial role in reducing reliance on fossil fuels.” 

In one of the largest scientific reviews on the topic, Gaur et al. (2021) concluded that heat pumps “have the potential to play a substantial role in the transition to low carbon heating,” and noted that emissions impacts of heat pumps are dependent on the type of heat pump technology, their location, and the electricity grid mix. Knobloch et al. (2020) studied 59 world regions and found that electrification of the heating sector via heat pumps will reduce emissions in most world regions where they are adopted.

The results presented in this document summarize findings from 46 reports, reviews and meta-analyses and 13 original studies reflecting current evidence from 30 countries, primarily European countries, Canada, the United States, Japan, and China. We recognize this limited geographic and technology scope creates bias, and hope this work inspires research and data sharing on this topic in underrepresented regions and in the commercial sector.

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Summary

We define Improve Windows & Glass as reducing the heat transferred through typical windows used in residential and nonresidential buildings by improving the thermal insulation capacity of the glass. Windows typically constitute a small portion of a building envelope but account for a substantial portion of the heat transferred (gained or lost) between the indoor space and the external environment. Using double-glazed rather than single-glazed windows cuts GHG emissions by reducing the energy required to heat or cool a building’s interior and improves the thermal comfort of its occupants.

Description for Social and Search
Improve Windows & Glass is a Highly Recommended climate solution. Upgrading single-glazed windows to double-glazing saves money, improves comfort, and cuts GHG emissions.
Overview

Windows represent 15–40% of a building's total envelope surface area (Shah et al., 2024). A significant amount of the heat transmitted through the building envelope occurs via windows (Basok et al., 2022; Cuce & Riffat, 2015), and the uncontrolled flow of heat due to poor thermal insulation capabilities of windows and glass can generally increase the energy required for heating or cooling indoor spaces by 30–50% (Arasteh et al., 2006; Balali et al., 2023; Gustavsen et al., 2011). Improving windows and glass helps reduce heat gain in warm climates and heat loss in cold climates, thereby reducing the energy required to thermally condition indoor spaces and cutting energy-related emissions while improving occupant comfort.

Operating buildings accounts for approximately 30% of global energy consumption (Delmastro & Chen, 2023). The International Energy Agency (IEA, 2023e) stated that heating indoor spaces accounted for more than 41 EJ of energy in 2022 (an equivalent of about 11,400 TWh). This energy is mainly fossil fuel–based (oil, natural gas, and coal), but also includes electricity, modern bioenergy, and solar thermal (IEA, 2023b; 2023e) (Figure 1). Space cooling is largely achieved through air conditioners. In 2022, cooling buildings used approximately 2,111 TWh (an equivalent of about 8 EJ) (IEA, 2023d; Ritchie, 2024). According to the IEA (2018), annual space-cooling energy consumption in 2016 (2,020 TWh) was more than three times its levels in 1990. Considering the mix of energy sources (IEA, 2023b), this solution potentially cuts CO₂, methane, and nitrous oxide emissions and reduces black carbon and F-gas refrigerant emissions from operating heating and cooling systems (Richardson, 2024; Pistochini et al., 2022).

Figure 1. Energy used in buildings globally largely originates from fossil fuel–based sources.

Source: International Energy Agency. (2023b, June 15). Energy consumption in buildings by fuel in the net zero scenario, 2010-2030. 

The properties of a window determine the rate of heat transfer (i.e., its thermal transmittance or U-value) and thus its efficacy at decreasing the flow of heat between the indoors and outdoors (Aguilar-Santana, 2020; Saint-Gobain, 2018). Window types such as double-glazed, double-glazed with low emissivity (low-e) coating, or triple-glazed (Figure 2) perform better than single-glazed windows due to their lower U-values (Aguilar-Santana et al., 2020; Li et al., 2023; Salazar et al., 2024). In more resourced countries or regions such as the United States, Canada, and the European Union, a minimum of double glazing is considered standard practice, accounting for a growing share of the number of windows installed or sold annually (Hermelink et al., 2017; Janssens, 2021). However, the minimum glazing U-value standards set by building energy regulations in most low- and middle-income countries, where the bulk of new construction occurs (IEA, 2023c), often do not mandate the use of better performing windows in buildings (Gaum, 2023). 

Improve Windows and Glass assesses the impact of retrofitting single-glazed windows in the current (2022) global building stock, focusing on scaling up the use of double glazing as the minimum. Retrofitting extends the lifespan of building components and helps these buildings remain in use. The U-value of 2.7 W/m2K we used for double glazing during our analysis also includes other double pane window types with similar U-values such as secondary glazing where a second window is added to the outside of the existing one.

Figure 2. Multiple-glazed windows reduce heat transmission better than single glazed windows and so create less demand for GHG-producing fuels. Modified from Aguilar-Santana et al. (2020) and Moghaddam et al. (2023).

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A description of different glazing types.

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Credits

Lead Fellow

  • Henry Igugu, Ph.D.

Contributors

  • Ruthie Burrows, Ph.D.

  • James Gerber, Ph.D.

  • Daniel Jasper

  • Alex Sweeney

Internal Reviewers

  • Sarah Gleeson, Ph.D.

  • Heather McDiarmid, Ph.D.

  • Amanda D. Smith, Ph.D.

Effectiveness

Each 1 m2 of single-glazed window glass in buildings that is upgraded to double glazing has the potential to cut GHG emissions by approximately 0.07 t CO₂‑eq/yr (20-yr and 100-yr basis).

To determine the solution’s effectiveness (Table 1), we evaluated the emissions cut from reducing space heating and space cooling. Since studies often capture different U-value ratings for similar window glass, we weighted the energy saved (kWh/yr) from improving the glass using consistent U-values for the baseline and solution (see Figure 2). Thereafter, we weighted the energy impact by the total area of glass substituted (m2) to determine the savings intensity (kWh/m2/yr) and multiplied the estimate by emission intensities of heating and cooling fuels based on the IEA’s world energy balances data (IEA, 2024).

This solution cuts CO₂, methane, and nitrous oxide emissions by reducing the amount of fossil fuels used for heating and for producing electricity used for cooling. The analysis includes studies from countries representative of heating-dominated and cooling-dominated climates such as the United States (Calautit et al., 2025) and Malaysia (Balasbaneh et al., 2022), respectively. Notably, the solution is also effective in other climates (Magraoui et al., 2025).

Table 1. Effectiveness at reducing emissions.

Unit: t CO₂‑eq /m2/yr, 100-yr basis

25th percentile 0.043
Mean 0.095
Median (50th percentile) 0.065
75th percentile 0.13
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Cost

Our estimate of the cost per unit climate impact (Table 2) indicates that replacing single-glazed windows with double-glazed windows in buildings globally results in considerable savings of approximately US$123/t CO₂‑eq.

We found that the solution’s initial cost varies considerably, from about US$31/m2 in Malaysia (Balasbaneh et al., 2022) to US$257–684/m2 in France (Harkouss et al., 2018), highlighting regional price differences that could affect adoption. Ultimately, we chose an initial cost of approximately US$144/m2 for double glazing. Using the cost of single glazing we found in studies from different regions (Aruta et al., 2025; Krarti & Ihm, 2016), our analysis determined a baseline initial cost of approximately US$35/m2. While the solution cost is more than four times the baseline, less energy is used for space heating or cooling, reducing the annual operating cost from US$23/m2 to approximately US$12/m2. After amortizing the initial cost over 30 years, the solution resulted in a net savings of US$8/m2/yr, compared with the baseline.

During our analysis, we normalized the initial cost by the baseline and solution U-value (see Figure 2) to ensure consistency. We assumed the initial cost includes the glass component alone, but some of our sources were ambiguous about the scope of the investment and may have also included frames and installation costs. To determine the cost per adoption unit, we weighted the amount of energy consumed for heating and cooling in each data source using the total area of windows upgraded in the respective case study buildings. The analysis does not include revenues because building owners typically do not generate any revenue from window glass installed. 

Table 2. Cost per unit of climate impact.

Unit: 2023 US$/t CO₂‑eq , 100-yr basis

Median -123
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Methods and Supporting Data

Methods and Supporting Data

Learning Curve

We found no definitive data on the solution’s learning rate. While the adoption of double glazing grows, some studies have reported rising cost of glass in recent periods (MLI Building Products, 2023). In an assessment of regional float glass price trends, Procurement Resource (n.d.) argued that rising material, energy, and labor costs amid other economic pressures are driving up the cost of glass. Since modern windows are often made using float glass (Asahi India Glass Ltd., 2025), the initial cost could become more expensive.

Speed of Action

Speed of action refers to how quickly a climate solution physically affects the atmosphere after it is deployed. This is different from speed of deployment, which is the pace at which solutions are adopted.

At Project Drawdown, we define the speed of action for each climate solution as emergency brake, gradual, or delayed.

Improve Windows and Glass is a GRADUAL climate solution. It has a steady, linear impact on the atmosphere.

Caveats

Our analysis for this solution focused on the U-value of the glass component alone. It did not include other parameters such as the material type of the window frames or coatings on windows, though these also impact space heating and cooling energy use (Owolabi et al., 2023). We ensured that the data used in our analysis aligned with our approach (i.e., indicated the impact of solely substituting double-glazed or better glass for single-glazed). Due to limited data, we assumed that current adoption in LMICs is 5%. The adoption scenarios and climate impact may be influenced if the actual percentage is higher or lower.

A window’s orientation impacts the solar heat gain. Thus, the influence of upgrading to double-glazing on heating or cooling loads is affected by window placement. We found limited data that incorporates orientation and did not account for this difference.

Recently, some studies have indicated concerns about the payback period of upgrading to double glazing for building owners (Calautit et al., 2025), especially in LMICs, where higher initial costs could be a barrier. Creative initiatives such as incentive schemes can improve the payback period (Aruta et al., 2025). 

Current Adoption

To determine the current adoption of double-glazed windows, we first estimated the total amount of window glass installed in buildings by applying window-to-floor area ratios from studies to the currently existing 198.1 billion m2 residential and 54.6 billion m2 nonresidential building floor space (IEA, 2023f). This yielded approximately 23.3 billion mand 42.2 billion m2 of window glass installed in high-income countries (HICs) and low- and middle-income countries (LMICs), respectively (IEA, 2023c). 

We found limited data for the proportion of minimum double-glazed windows in HICs. The U.S. Energy Information Administration (U.S. EIA, 2023) reported that 80 million housing units (65%) in the U.S. have double-glazed windows installed. Percentages reported for other countries include 88% of housing units in the United Kingdom (Department for Levelling Up, Housing and Communities, 2023), 90% in Canada (Natural Resources Canada, n.d.), and 15% in Australia (Paarhammer, n.d.). Using these percentages, we estimated a 76% (median) solution adoption rate in HICs.

Since we found no definitive data for the solution’s adoption in LMICs, and considering a few LMICs have building energy codes that either mandate or encourage the use of higher performing windows (Gaum, 2023; Gaum & Laubscher, 2022), we assumed that double-glazed windows represent a conservative underestimate of 5%. 

All told, we estimate that as of 2022, installed double-glazed windows in buildings cover roughly 19.9 billion m2 globally (Table 3).

Table 3. Current (2022) adoption level.

Unit: m2 windows minimum double-glazed

25th percentile 14,300,000,000
Mean 17,100,000,000
Median (50th percentile) 19,900,000,000
75th percentile 22,700,000,000
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Adoption Trend

According to the Department for Levelling Up, Housing and Communities (2023), the percentage of UK homes that have double-glazed windows increased by 9% between 2012 and 2022. Similarly, adoption grew by about 6% in five years (2015–2020) in the United States (U.S. EIA, 2018). Using these countries as representatives, this growth translates to approximately 438–448 million m2 of double-glazed or better windows being added every year in HICs.

We found limited data for adoption trends in LMICs. Based on our assumption for the current adoption in LMICs, we assumed that the percentage adoption of double-glazed windows grew by 4% over 10 years (2012–2022). This assumption, which is likely a conservative underestimate, translates to an annual addition of about 178 million m2/yr of double glazing.

Based on these findings, we estimate that the adoption of double glazing or better windows has grown globally by nearly 622 million m2 annually (Table 4).

Historically, the bulk of the solution’s adoption has occurred in HICs. However, the Global Alliance for Buildings and Construction, IEA, and the United Nations Environment Programme (UNEP) emphasize that adopting double-glazed windows is a necessary sustainability strategy for the building sector, especially in Africa and LMICs (GlobalABC/IEA/UNEP, 2020). This indicates considerable potential for scaling the solution, with 76% of the global building sector’s growth in the past 12 years occurring in LMICs (IEA, 2023f), where there has been less adoption of double glazing or better windows.

Table 4. 2010–2022 adoption trend.

Unit: m2/yr

25th percentile 620,000,000
Mean 622,000,000
Median (50th percentile) 622,000,000
75th percentile 624,000,000
Left Text Column Width
Adoption Ceiling

We estimated an adoption ceiling (Table 5) of approximately 46.7 billion m2 of double-glazed windows globally. For this adoption scenario, 90% and 61% of window glass that existed in 2022 will be retrofitted to double-glazed or better by 2050 in buildings in HICs and buildings in LMICs, respectively.

In our analysis, we used the current double-glazed windows ratio of 90% in Canada (Natural Resources Canada, n.d) as a benchmark for the building sector’s adoption ceiling in HICs. For buildings in LMICs, we used the IEA’s recommended 2%/yr retrofit rate (IEA, 2022b) over 28 years (2022–2050). This estimated 56% growth was added to the current adoption of 5% to determine the region’s adoption ceiling. The analysis results in about 21 billion m2 and 26 billion m2 of double-glazed windows installed in buildings in HICs and LMICs, respectively.

Table 5. Adoption ceiling.

Unit: m2 windows minimum double-glazed

Estimate 46,700,000,000
Left Text Column Width
Achievable Adoption

Our analysis estimated a low achievable adoption of approximately 32.9 billion m2 of double-glazed or better windows installed in buildings globally (Table 6). For this scenario, we estimate that the percentage of windows that were at minimum double-glazed as of 2022 in buildings in HICs (76%) and buildings in LMICs (5%) grows to 81% and 33%, respectively.

Under the high achievable scenario, 86% of window glass in buildings in HICs and 47% of window glass in buildings in LMICs is at minimum double-glazed. This translates to a total of nearly 40.0 billion m2 of double glazing or better installed by 2050.

The achievable adoption scenarios are largely driven by the growth that is possible in LMICs. We assumed a retrofit rate of 1%/yr for the Achievable – Low scenario, which is the current global retrofit rate in the building industry (IEA, 2022b); for Achievable – High, we used 1.5%/yr. We also assumed that the current (2022) building stock will still be in use by 2050.

Table 6. Range of achievable adoption levels.

Unit: m2 windows minimum double-glazed

Current adoption 19,900,000,000
Achievable – low 32,900,000,000
Achievable – high 40,000,000,000
Adoption ceiling 46,700,000,000
Left Text Column Width

The current adoption of double-glazed windows in buildings reduces global GHG emissions by approximately 1.3 Gt CO₂‑eq/yr on a 100-yr and 20-yr basis (Table 7). If the low achievable adoption scenario is reached, this solution could potentially cut about 2.1 Gt CO₂‑eq/yr (100-yr and 20-yr basis). The high achievable scenario would decrease global emissions 2.6 Gt CO₂‑eq/yr year (100-yr and 20-yr basis). We estimated that the adoption ceiling could avoid up to 3.0 Gt CO₂‑eq/yr of emissions on a 100-yr basis (3.1 Gt CO₂‑eq/yr, 20-yr basis).

This solution only accounts for the impact of retrofitting the building stock that exists as of 2022. However, the current global built floor area (252.7 billion m2) is projected to grow by an additional 183 billion m2, by 2050 (IEA, 2022a; 2023b). This means a possible addition of 1.6 billion m2 of new window glass every year, indicating that the potential for scaling the climate impact exists.

Table 7. Climate impact at different levels of adoption.

Unit: Gt CO₂‑eq/yr, 100-yr basis

Current adoption 1.3
Achievable – low 2.1
Achievable – high 2.6
Adoption ceiling 3.0
Left Text Column Width
Additional Benefits

Income and Work

While multi-glazed windows are often more of an initial investment than single-pane windows, improved performance of these windows is associated with more energy and cost savings (Menzies & Wherrett, 2005). Regional climates often affect the most appropriate window type and the amount of savings (Karabay & Arici, 2012). In residential buildings, double-glazed windows can add value to homes and increase property values (Aroul & Hansz, 2011). 

Health

Reductions in air pollution due to lower heating and cooling demand decrease exposures to pollutants such as mercury and fine particulate matter generated from fossil fuel–based power plants, improving the health of nearby communities (U.S. Environmental Protection Agency [EPA], 2025). These pollutants have been linked to increased morbidity from cardiovascular and respiratory disease, asthma, infections, and cancer (Gasparotto & Martinello, 2021) and to increased risk of mortality (Henneman et al., 2023). 

Better-performing windows can benefit health through improved thermal comfort (Bulut et al., 2021). When combined with other measures to reduce cooling loads, double-glazed windows can help with the risk of indoor heat stress (Ren et al., 2014). Improved windows may also reduce condensation and mold growth in buildings (Lozinsky et al., 2025). Residents of households with double-glazed windows have reported improvements in noise insulation after retrofitting single-pane windows (Bulut et al., 2021). 

Air Quality

Higher-performing glass can reduce air pollution by lowering gas and electricity demand for heating and cooling, which can decrease pollutants such as CO₂, nitrogen oxides, methane, mercury, and fine particulate matter generated from fossil fuel–based power plants (U.S. EPA, 2025).

Risks

Faulty installation could compromise the expected benefits of double glazing. It could also lead to condensation on the inner pane if the sealant deteriorates, affecting visibility, aesthetics, and performance and resulting in a potential shorter lifespan than single glazing (Duan et al., 2021; Likins-White, 2023). Additional costs may be incurred when attempting to secure adequate expertise and equipment to ensure proper handling and installation (DIY Double Glaze, n.d.). Depending on the extent of the retrofits, this may drive up construction costs, which is a concern for building developers. However, it also represents opportunities to improve available technical expertise in regions where these services are unavailable or underdeveloped.

Interactions with Other Solutions

Reinforcing

Improve Windows and Glass reduces the amount of space heating and cooling required. This may reduce the required size and complexity of heating and cooling systems, making them more economically accessible.

Upgrading window glass can motivate building owners to improve other elements of the building envelope. This could improve the cost efficiency of the upgrades when approached holistically. 

Competing

The potential climate impact of deploying these solutions could be lower due to the reduced amount of space heating and cooling required in buildings from improving window glass.

Dashboard

Solution Basics

m2 windows minimum double-glazed

t CO₂-eq (100-yr)/unit/yr
00.040.065median
units
Current 1.99×10¹⁰ 03.29×10¹⁰4.0×10¹⁰
Achievable (Low to High)

Climate Impact

Gt CO₂-eq (100-yr)/yr
Current 1.3 2.12.6
US$ per t CO₂-eq
-123
Gradual

CO₂ , CH₄, N₂O, BC

Trade-offs

Manufacturing double-glazed or better windows generates more industrial sector emissions than does manufacturing single-glazed windows due to the additional materials used. However, life-cycle analysis studies such as Balasbaneh et al. (2022) compared different glazing options ranging from single to triple glazing and determined that the emissions reduced by using better windows outweighs the embodied emissions. Although it is outside the scope of this solution, window frames account for as much as 46–80% of a window's embodied emissions, especially when using conventional window frame materials such as polyvinyl chloride and aluminum (Saadatian et al., 2021). Despite the higher embodied emissions, the emissions reductions from implementing the solution are substantial.

°C days
015,000

Space heating demand (18 °C basis)

Heating degree days are a measure of total space-heating demand to maintain an indoor temperature above 18 °C. Here we show annual average heating degree days for the decade ending in 2025.

Copernicus Climate Change Service. (2023). ERA5 hourly data on single levels from 1940 to present [Data set]. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). Retrieved January 13, 2026 from Link to source: https://doi.org/10.24381/cds.adbb2d47 

Hersbach, H., Bell, B., Berrisford, P., Hirahara, S., Horányi, A., Muñoz‐Sabater, J., Nicolas, J., Peubey, C., Radu, R., Schepers, D., Simmins, A., Soci, C., Abdalla, S., Abellan, X., Balsamo, G., Bechtold, P., Biavati, G., Bidlot, J., Bonavita, M., … Thépaut, J. N. (2020). The ERA5 global reanalysis. Quarterly Journal of the Royal Meteorological Society, 146(730), 1999–2049. Link to source: https://doi.org/10.1002/qj.3803

°C days
015,000

Space heating demand (18 °C basis)

Heating degree days are a measure of total space-heating demand to maintain an indoor temperature above 18 °C. Here we show annual average heating degree days for the decade ending in 2025.

Copernicus Climate Change Service. (2023). ERA5 hourly data on single levels from 1940 to present [Data set]. Copernicus Climate Change Service (C3S) Climate Data Store (CDS). Retrieved January 13, 2026 from Link to source: https://doi.org/10.24381/cds.adbb2d47 

Hersbach, H., Bell, B., Berrisford, P., Hirahara, S., Horányi, A., Muñoz‐Sabater, J., Nicolas, J., Peubey, C., Radu, R., Schepers, D., Simmins, A., Soci, C., Abdalla, S., Abellan, X., Balsamo, G., Bechtold, P., Biavati, G., Bidlot, J., Bonavita, M., … Thépaut, J. N. (2020). The ERA5 global reanalysis. Quarterly Journal of the Royal Meteorological Society, 146(730), 1999–2049. Link to source: https://doi.org/10.1002/qj.3803

Maps Introduction

The effectiveness of replacing single-glazed windows in buildings to mitigate climate change varies depending on how buildings are heated and the emissions intensity of electricity used for cooling in each region. We used regional data for the share of heating fuel in buildings (IEA, 2023a). For the electricity used to provide cooling in buildings, we used a global estimate for emission intensity. While the need for heating has historically outweighed the need for cooling, global trends show a steady increase in cooling degree days and a decline in heating degree days, even in colder climates (Eurostat, 2024; U.S. Environmental Protection Agency (U.S. EPA), 2024). Nonetheless, studies such as Kennard et al. (2022) claim that population growth, especially in cooling-dominated climates, will drive rising cooling demand. This growth could potentially drive up the amount of electricity needed to air condition buildings (Waite et al. 2017).

Building energy efficiency codes, especially mandatory regulations, could help drive the adoption of the solution via higher U-value requirements for windows and glass, particularly in low- and middle-income countries (Gaum, 2023). Our analysis also shows that the cost of double-glazed windows varies by country and region.

Action Word
Improve
Solution Title
Windows & Glass
Classification
Highly Recommended
Lawmakers and Policymakers
  • Set clear and measurable targets for building efficiency, emissions reduction, and the deployment of improved windows.
  • Enact holistic policy plans and building codes to reduce GHG emissions from buildings through improved windows and framing systems.
  • Set public procurement standards for windows and glass, using double-glazed windows, at minimum, for public buildings.
  • Amend building codes to include minimum requirements based on window performance; gradually increase the standards over time if necessary.
  • Periodically update codes, policies, and public guidance to keep pace with research and development.
  • Make double-glazed windows the minimum standard option through a range of policy interventions, including regulations, subsidies, and educational programs where relevant; extend incentives to high performing secondary-, double- or triple-glazed windows, if relevant.
  • Offer financial incentives such as subsidies, tax credits, and grants for consumers, manufacturers, start-ups, and improved window installers.
  • Ensure financial incentives reach, and offer additional incentives for, low- and middle-income communities.
  • Ensure financial incentives cover both new installations and retrofits.
  • Create financial disincentives such as higher taxes and fines for lower performing windows.
  • Subsidize workforce or skills development and/or work with businesses to identify gaps and needs such as technical knowledge or the advantages of new technology.
  • Invest in research and development to improve window design, manufacturing, adoption, supply chain access, and circularity.
  • Create green building certification schemes and/or public-private partnerships that offer information, training, and general support for improved windows.
  • Offer educational resources, one-stop shops for windows, and demonstrations for installation and retrofits; offer tours of model builds that feature improved windows for commercial and private developers, highlighting the cost savings, and environmental benefits.

Further information:

Practitioners
  • Finance or develop only new construction and retrofits that use improved windows and other low-carbon practices.
  • Take advantage of financial incentives such as subsidies, tax credits, and grants for installing improved windows.
  • Seek or negotiate preferential loan agreements for developers using improved windows and other climate-friendly practices.
  • Use double-glazed windows as the most basic standard and offer a variety of better-performing options such as triple-glazed.
  • Work with designers and architects who integrate efficient windows and other efficient materials into their designs.
  • Integrate improved window designs into construction databases, including listing prices, thermal insulation properties, and environmental benefits.
  • Advocate for financial incentives, improved building codes, and educational programs advancing the use of improved windows.
  • Use educational resources, one-stop shops for retrofitting and weatherization, installation demonstrations, and tours of model builds.
  • Conduct research to improve the manufacturing, adoption, supply chain access, and circularity of windows.
  • Create or join green building certification schemes, green building councils, and/or public-private partnerships that offer information, training, and general support for improving windows.

Further information:

Business Leaders
  • Finance only new construction and retrofits that use improved windows and other low-carbon practices.
  • Expand product lines to include improved window designs.
  • Integrate improved window designs into construction databases, listing prices, thermal insulation properties, and environmental benefits.
  • Invest in research and development to improve window design, manufacturing, adoption, supply chain access, and circularity.
  • Advocate for financial incentives, improved building codes, and educational programs advancing the use of improved windows.
  • Join green building certification schemes and/or public-private partnerships that offer information, training, and general support for improved windows.
  • Create long-term purchasing agreements with improved window manufacturers to support stable demand and improve economies of scale.
  • Create or join green building certification schemes, green building councils, and/or public-private partnerships that offer information, training, and general support for improved windows.

Further information:

Nonprofit Leaders
  • Finance or develop only new construction and retrofits that use improved windows and other low-carbon practices.
  • Advocate for clear and measurable public targets for building efficiency, emissions reduction, and deployment of improved windows.
  • Advocate for holistic policy plans and building codes to reduce GHG emissions from buildings that include improved windows and framing systems.
  • Advocate for financial incentives, improved building codes, and educational programs advancing the use of improved windows.
  • Conduct research to improve window design, manufacturing, adoption, supply chain access, and circularity.
  • Work with businesses for workforce or skills development.
  • Offer educational resources, one-stop shops for windows, and demonstrations for installation and retrofits; offer tours of model builds that feature improved windows for commercial and private developers, highlighting the cost savings and environmental benefits.
  • Create, join, or administer green building certification schemes and/or public-private partnerships that offer information, training, and general support for improved windows.

Further information:

Investors
  • Finance only new construction and retrofits that use improved windows and other low-carbon practices.
  • Invest in research and development and start-ups to improve window design, manufacturing, adoption, supply chain access, and circularity.
  • Issue green bonds to invest in projects that use improved windows and integrate other climate-friendly construction practices.
  • Offer preferential loan agreements for developers using improved windows and other climate-friendly practices.
  • Join green building certification schemes and/or public-private partnerships that offer information, training, and general support for improved windows.

Further information:

Philanthropists and International Aid Agencies
  • Finance only new construction and retrofits that use improved windows and other low-carbon practices.
  • Offer grants for developers using improved windows and other climate-friendly practices.
  • Create financing programs for private construction in low-income or under-resourced communities requiring the use of improved windows.
  • Advocate for clear and measurable public targets for building efficiency, emissions reduction, and the deployment of improved windows.
  • Advocate for holistic policy plans and building codes to reduce GHG emissions from buildings that include improved windows and framing systems.
  • Advocate for financial incentives, improved building codes, and educational programs for improved windows.
  • Fund research to improve window design, manufacturing, adoption, supply chain access, and circularity.
  • Offer educational resources, one-stop shops for retrofitting and weatherization, installation demonstrations, and tours of model builds for commercial and private developers, highlighting the cost savings and environmental benefits.
  • Create, join, or administer green building certification schemes and/or public-private partnerships that offer information, training, and general support for improved windows.

Further information:

Thought Leaders
  • Advocate for clear and measurable public targets for building efficiency, emissions reduction, and the deployment of improved windows.
  • Advocate for holistic policy plans and building codes to reduce GHG emissions from buildings that include improved windows and framing systems.
  • Advocate for financial incentives, improved building codes, and educational programs for improved windows.
  • Conduct research to improve window design, manufacturing, adoption, supply chain access, and circularity.
  • Contract with businesses for workforce or skills development.
  • Offer or support educational resources, one-stop shops for retrofitting and weatherization, installation demonstrations, and tours of model builds for commercial and private developers, highlighting the cost savings and environmental benefits of improved windows.
  • Create, join, or administer green building certification schemes and/or public-private partnerships that offer information, training, and general support for improved windows.

Further information:

Technologists and Researchers
  • Research and develop high-performance window technologies such as vacuum glazing, aerogel applications, potential integration of solar photovoltaic glass, and the use of unconventional gases to fill multi-pane windows and improve performance.
  • Create improved alternatives to common practices for air and vapor sealing.
  • Find alternative materials for spacers with reduced thermal conductivity in double- and triple-glazed windows.
  • Research and develop alternative window frame designs to improve thermal performance, structural insulating materials, and improve ease of installation (e.g., out-of-the-box window installation kits).
  • Improve efficiency of the window manufacturing process, supply chain access, and the circular economy of glass.
Communities, Households, and Individuals
  • Finance or develop only new construction and retrofits that use improved windows and other low-carbon practices.
  • Take advantage of financial incentives such as subsidies, tax credits, and grants for installing improved windows.
  • Advocate for clear and measurable public targets for building efficiency, emissions reduction, and the deployment of improved windows.
  • Advocate for holistic policy plans and building codes to reduce GHG emissions from buildings that include improved windows and framing systems.
  • Advocate for financial incentives, improved building codes, and educational programs for improved windows.
  • Organize local “green home tours” and open houses to showcase climate-friendly builds, fostering demand by highlighting cost savings and environmental benefits of improved windows.
  • Capture community feedback and share it with local policymakers to address barriers such as permitting logistics or up-front costs, helping to shape policies that drive adoption.
  • Create, join, or administer green building certification schemes and/or public-private partnerships that offer information, training, and general support for improved windows.

Further information:

Evidence Base

Consensus of effectiveness in reducing GHG emissions: High

Improving windows and glass helps optimize the amount of heating required in buildings by reducing heat loss. Calautit et al. (2025) reported that energy used for heating in a United Kingdom residence dropped nearly 23% after reducing the glass U-value from 5.6 W/m2K to 2.8 W/m2K. Using the same building parameters, the study tested the impact of reducing the U-value by 1.35 W/m2K in the climatic conditions of Netherlands, Japan, United States, Sweden and Australia. The outcomes were similar, with about a 10–12% reduction in heating loads (Calautit et al., 2025). The results from Yuk et al. (2024), Magraoui et al. (2025), and Ahmed et al. (2025) further support these findings. 

Similarly, the solution reduces heat gained from the outdoors into buildings, thereby cutting cooling loads. Gomaa et al. (2025) reported that energy use in a Saudi Arabian residence was reduced by 1,265 kWh/yr (49%) after improving the glass U-value from 5.6 to 0.9 W/m2K (84%). Es-sakali et al. (2022) recorded 36% less electricity consumed after reducing the U-value by 1.44 W/m2K in Morocco’s climate.

The results presented in this document summarize findings from 10 original studies reflecting current evidence from 13 countries. We recognize this limited geographic scope creates bias, and hope this work inspires research and data sharing on this topic in underrepresented regions. The studies we found used simulations to assess the impact of retrofitting windows due to the inherent difficulty of real-world experiments. However, we used studies that include field measurements and calibration of the building simulations to validate their models.

Updated Date

Deploy Clean Cooking

Sector
Buildings
Image
Image
Family cooking on a clean stove indoors
Coming Soon
Off
Summary

We define the Deploy Clean Cooking solution as the use of cleaner cooking fuels (liquid petroleum gas, natural gas, electricity, biogas, and ethanol) in place of polluting fuels such as wood, charcoal, dung, kerosene, and coal, and/or the use of efficient cookstove technologies (together called cleaner cooking solutions). Replacing unclean fuel and cookstoves with cleaner approaches can drastically reduce GHG emissions while offering health and biodiversity benefits.

Description for Social and Search
Deploy Clean Cooking is a Highly Recommended climate solution. Cleaner cooking can reduce GHG emissions while offering health and biodiversity benefits, too.
Overview

Worldwide, cooking is responsible for an estimated 1.7 Gt CO₂‑eq/yr (100-yr basis), (World Health Organization [WHO], 2023), or almost 3% of annual global emissions. Most of these emissions come from burning nonrenewable biomass fuels. Only the CO₂‑eq on a 100-yr basis is reported here due to lack of data on the relative contributions of GHGs. The International Energy Agency (IEA, 2023a) states that 2.3 billion people in 128 countries currently cook with coal, charcoal, kerosene, firewood, agricultural waste, or dung over open fires or inefficient cookstoves because they do not have the ability to regularly cook using cleaner cooking solutions. Even when sustainably harvested, biomass fuel is not climate neutral because it emits methane and black carbon (Smith, 2002).

Clean cooking (Figure 1) reduces GHG emissions through three pathways: 

Improving Efficiency

Traditional biomass or charcoal cookstoves are less than 15% efficient (Khavari et al., 2023), meaning most generated heat is lost to the environment rather than heating the cooking vessel and food. Cleaner fuels and technologies can be many times more efficient, using less energy to prepare meals than traditional fuels and cookstoves (Kashyap et al., 2024). 

Reducing Carbon Intensity

Cleaner fuels have lower carbon intensity, producing significantly fewer GHG emissions per unit of heat generated than conventional fuels. Carbon intensity includes CO₂, methane, and nitrous oxide as well as black carbon. For instance, charcoal cookstoves emit approximately 572 kg CO₂‑eq /GJ of heat delivered for cooking (Cashman et al., 2016). In contrast, liquefied petroleum gas (LPG) and biogas emit about 292 and 11 kg CO₂‑eq /GJ, respectively (Cashman et al., 2016) and, excluding the embodied carbon, stoves that heat with electricity generated from renewable energy sources such as solar, wind, or hydroelectric have zero emissions.

Reducing Deforestation

Cleaner cooking also helps mitigate climate change by reducing deforestation (Clean Cooking Alliance [CCA], 2023) and associated GHG emissions. 

Figure 1. Classification of household cooking fuels as clean (green) and polluting (orange). Adapted from Stoner et al. (2021).

Image
Tree diagram listing types of fuels.

Source: Stoner, O., Lewis, J., Martínez, I. L., Gumy, S., Economou, T., & Adair-Rohani, H. (2021). Household cooking fuel estimates at global and country level for 1990 to 2030. Nature communications12(1), 5793.https://www.nature.com/articles/s41467-021-26036-x

Afrane, G., & Ntiamoah, A. (2011). Comparative life cycle assessment of charcoal, biogas, and liquefied petroleum gas as cooking fuels in Ghana. Journal of Industrial Ecology15(4), 539–549. Link to source: https://onlinelibrary.wiley.com/doi/abs/10.1111/j.1530-9290.2011.00350.x

Afrane, G., & Ntiamoah, A. (2012). Analysis of the life-cycle costs and environmental impacts of cooking fuels used in Ghana. Applied energy98, 301–306. Link to source: https://www.sciencedirect.com/science/article/abs/pii/S0306261912002590

Anenberg, S. C., Balakrishnan, K., Jetter, J., Masera, O., Mehta, S., Moss, J., & Ramanathan, V. (2013). Cleaner cooking solutions to achieve health, climate, and economic cobenefits. Link to source: https://pubs.acs.org/doi/10.1021/es304942e

Bailis, R., Drigo, R., Ghilardi, A., & Masera, O. (2015). The carbon footprint of traditional woodfuels. Nature Climate Change5(3), 266–272. Link to source: https://www.nature.com/articles/nclimate2491

Bensch, G., Jeuland, M., & Peters, J. (2021). Efficient biomass cooking in Africa for climate change mitigation and development. One Earth4(6), 879–890. Link to source: https://www.cell.com/one-earth/pdf/S2590-3322(21)00296-7.pdf

Bennitt, F. B., Wozniak, S. S., Causey, K., Burkart, K., & Brauer, M. (2021). Estimating disease burden attributable to household air pollution: new methods within the Global Burden of Disease Study. The Lancet Global Health9, S18. Link to source: https://doi.org/10.1016/S2214-109X(21)00126-1

Bergero, C., Gosnell, G., Gielen, D., Kang, S., Bazilian, M., & Davis, S. J. (2023). Pathways to net-zero emissions from aviation. Nature Sustainability6(4), 404–414. Link to source: https://www.nature.com/articles/s41893-022-01046-9

​​Biswas, S., & Das, U. (2022). Adding fuel to human capital: Exploring the educational effects of cooking fuel choice from rural India. Energy Economics, 105, 105744. Link to source: https://doi.org/10.1016/j.eneco.2021.105744 

Cabiyo, B., Ray, I., & Levine, D. I. (2020). The refill gap: clean cooking fuel adoption in rural India. Environmental Research Letters16(1), 014035. Link to source: https://iopscience.iop.org/article/10.1088/1748-9326/abd133

Cashman, S., Rodgers, M., & Huff, M. (2016). Life-cycle assessment of cookstove fuels in India and China. US Environmental Protection Agency, Washington, DC. EPA/600/R-15/325. Link to source: https://cleancooking.org/wp-content/uploads/2021/07/496-1.pdf

Clean Cooking Alliance (CCA). (2023). Accelerating clean cooking as a nature-based solution. Link to source: https://cleancooking.org/reports-and-tools/accelerating-clean-cooking-as-a-nature-based-climate-solution/

Clean Cooking Alliance. (2022). Clean cooking as a catalyst for sustainable food systemsLink to source: https://cleancooking.org/wp-content/uploads/2023/11/CCA_Clean-Cooking-as-a-Catalyst-for-Sustainable-Food-Systems.pdf

Climate & Clean Air Coalition. (2024). Nationally determined contributions and clean cooking. Link to source: https://www.ccacoalition.org/resources/nationally-determined-contributions-and-clean-cooking

Choudhuri, P., & Desai, S. (2021). Lack of access to clean fuel and piped water and children’s educational outcomes in rural India. World Development, 145, 105535. Link to source: https://doi.org/10.1016/j.worlddev.2021.105535 

Dagnachew, A. G., Lucas, P. L., van Vuuren, D. P., & Hof, A. F. (2018). Towards universal access to clean cooking solutions in sub-Saharan Africa. PBL Netherlands Environmental Assessment Agency. Link to source: https://www.pbl.nl/uploads/default/downloads/pbl-2019-clean-cooking-solutions-sub-saharan-africa_3421_0.pdf

Down to Earth. (2022). Ujjwala: Over 9 million beneficiaries did not refill cylinder last year, Centre admits. Retrieved June 20, 2024, from Link to source: https://www.downtoearth.org.in/energy/ujjwala-over-9-million-beneficiaries-did-not-refill-cylinder-last-year-centre-admits-84130

Energy Sector Management Assistance Program. (2023). Building evidence to unlock impact finance : A field assessment of lean cooking co-benefits for climate, health, and gender. Retrieved September 13, 2024, from Link to source: https://www.esmap.org/Building_Evidence_To_unloc_Impact_Finance_Benefits

Fullerton, D. G., Bruce, N., & Gordon, S. B. (2008). Indoor air pollution from biomass fuel smoke is a major health concern in the developing world. Transactions of the Royal Society of Tropical Medicine and Hygiene, 102(9), 843–851. Link to source: https://doi.org/10.1016/j.trstmh.2008.05.028 

Garland, C., Delapena, S., Prasad, R., L'Orange, C., Alexander, D., & Johnson, M. (2017). Black carbon cookstove emissions: A field assessment of 19 stove/fuel combinations. Atmospheric Environment169, 140–149. Link to source: https://doi.org/10.1016/j.atmosenv.2017.08.040

Gill-Wiehl, A., Kammen, D. M., & Haya, B. K. (2024). Pervasive over-crediting from cookstove offset methodologies. Nature Sustainability7(2), 191–202. Link to source: https://doi.org/10.1038/s41893-023-01259-6 

International Energy Agency. (2022). Africa energy outlook. Link to source: https://www.iea.org/reports/africa-energy-outlook-2022/key-findings

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Intergovernmental Panel on Climate Change. (2022). Climate change 2022: mitigation of climate change. Contribution of the Working Group III to the sixth assessment report of the Intergovernmental Panel on Climate Change. Link to source: https://www.ipcc.ch/report/ar6/wg3/

Jameel, Y., Patrone, C. M., Patterson, K. P., & West, P. C. (2022). Climate-poverty connections: Opportunities for synergistic solutions at the intersection of planetary and human well-being. Link to source: https://drawdown.org/publications/climate-poverty-connections-report

Jewitt, S., Atagher, P., & Clifford, M. (2020). “We cannot stop cooking”: Stove stacking, seasonality and the risky practices of household cookstove transitions in Nigeria. Energy Research & Social Science61, 101340. Link to source: https://www.sciencedirect.com/science/article/pii/S2214629619304700?via%3Dihub

Johnson, E. (2009). Charcoal versus LPG grilling: a carbon-footprint comparison. Environmental Impact Assessment Review29(6), 370–378. Link to source: https://www.sciencedirect.com/science/article/abs/pii/S0195925509000420

Kashyap, S. R., Pramanik, S., & Ravikrishna, R. V. (2024). A review of energy-efficient domestic cookstoves. Applied Thermal Engineering, 236, 121510. Link to source: https://doi.org/10.1016/j.applthermaleng.2023.121510

Kapsalyamova, Z., Mishra, R., Kerimray, A., Karymshakov, K., & Azhgaliyeva, D. (2021). Why energy access is not enough for choosing clean cooking fuels? Evidence from the multinomial logit model. Journal of Environmental Management290, 112539. Link to source: https://www.sciencedirect.com/science/article/pii/S0301479721006010

Khavari, B., Ramirez, C., Jeuland, M., & Fuso Nerini, F. (2023). A geospatial approach to understanding clean cooking challenges in sub-Saharan Africa. Nature Sustainability6(4), 447–457. Link to source: https://www.nature.com/articles/s41893-022-01039-8

Lacey, F. G., Henze, D. K., Lee, C. J., van Donkelaar, A., & Martin, R. V. (2017). Transient climate and ambient health impacts due to national solid fuel cookstove emissions. Proceedings of the National Academy of Sciences114(6), 1269–1274. Link to source: https://www.pnas.org/doi/full/10.1073/pnas.1612430114

Lansche, J., & Müller, J. (2017). Life cycle assessment (LCA) of biogas versus dung combustion household cooking systems in developing countries–a case study in Ethiopia. Journal of cleaner production165, 828–835. Link to source: https://www.sciencedirect.com/science/article/abs/pii/S0959652617315597

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Mazorra, J., Sánchez-Jacob, E., de la Sota, C., Fernández, L., & Lumbreras, J. (2020). A comprehensive analysis of cooking solutions co-benefits at household level: Healthy lives and well-being, gender and climate change. Science of The Total Environment707, 135968. Link to source: https://www.sciencedirect.com/science/article/abs/pii/S0048969719359637

Po, J. Y. T., FitzGerald, J. M., & Carlsten, C. (2011). Respiratory disease associated with solid biomass fuel exposure in rural women and children: Systematic review and meta-analysis. Thorax, 66(3), 232–239. Link to source: https://doi.org/10.1136/thx.2010.147884 

Rosenthal, J., Quinn, A., Grieshop, A. P., Pillarisetti, A., & Glass, R. I. (2018). Clean cooking and the SDGs: Integrated analytical approaches to guide energy interventions for health and environment goals. Energy for Sustainable Development42, 152–159. Link to source: https://www.sciencedirect.com/science/article/pii/S0973082617309857

Shankar, A. V., Quinn, A. K., Dickinson, K. L., Williams, K. N., Masera, O., Charron, D., ... & Rosenthal, J. P. (2020). Everybody stacks: Lessons from household energy case studies to inform design principles for clean energy transitions. Energy Policy141, 111468. Link to source: https://doi.org/10.1016/j.enpol.2020.111468

Simkovich, S. M., Williams, K. N., Pollard, S., Dowdy, D., Sinharoy, S., Clasen, T. F., ... & Checkley, W. (2019). A systematic review to evaluate the association between clean cooking technologies and time use in low-and middle-income countries. International journal of environmental research and public health16(13), 2277. Link to source: https://www.mdpi.com/1660-4601/16/13/2277

Singh, P., Gundimeda, H., & Stucki, M. (2014). Environmental footprint of cooking fuels: a life cycle assessment of ten fuel sources used in Indian households. The International Journal of Life Cycle Assessment19, 1036–1048. Link to source: https://link.springer.com/article/10.1007/s11367-014-0699-0

Smith, K. R. (2002). In praise of petroleum? Science298(5600), 1847–1847. DOI: 10.1126/science.298.5600.1847

Stoner, O., Lewis, J., Martínez, I. L., Gumy, S., Economou, T., & Adair-Rohani, H. (2021). Household cooking fuel estimates at global and country level for 1990 to 2030. Nature communications12(1), 5793. Link to source: https://www.nature.com/articles/s41467-021-26036-x

World Bank. (2018). A recipe for protecting the Democratic Republic of Congo’s tropical forests. Retrieved January 16, 2025, from Link to source: https://www.worldbank.org/en/news/feature/2018/01/24/a-recipe-for-protecting-the-democratic-republic-of-congos-tropical-forests

World Bank. (2020). Energy Sector Management Assistance Program. (2020). The state of access to modern energy cooking services. Link to source: https://www.worldbank.org/en/topic/energy/publication/the-state-of-access-to-modern-energy-cooking-services

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World Health Organization. (2025). Proportion of population with primary reliance on clean fuels and technologies. Retrieved May 1, 2025, from Link to source: https://www.who.int/data/gho/data/themes/air-pollution/household-air-pollution 

World Health Organization. (2023). Achieving universal access and net-zero emissions by 2050: a global roadmap for just and inclusive clean cooking transition. Link to source: https://www.who.int/publications/m/item/achieving-universal-access-by-2030-and-net-zero-emissions-by-2050-a-global-roadmap-for-just-and-inclusive-clean-cooking-transition

World Health Organization. (2024a). WHO publishes new global data on the use of clean and polluting fuels for cooking by fuel type. Retrieved June 17, 2024, from Link to source: https://www.who.int/news/item/20-01-2022-who-publishes-new-global-data-on-the-use-of-clean-and-polluting-fuels-for-cooking-by-fuel-type#:~:text=As%20of%202021%2C%202.3%20billion,%2D%20and%20middle%2Dincome%20countries.

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Credits

Lead Fellow

  • Yusuf Jameel, Ph.D.

Contributors

  • Ruthie Burrows, Ph.D.

  • James Gerber, Ph.D.

  • Yusuf Jameel, Ph.D.

  • Daniel Jasper

  • Heather McDiarmid, Ph.D.

  • Amanda D. Smith, Ph.D.

  • Alex Sweeney

Internal Reviewers

  • Aiyana Bodi

  • Hannah Henkin

  • Megan Matthews, Ph.D.

  • Ted Otte

  • Amanda D. Smith, Ph.D.

  • Christina Swanson, Ph.D.

Effectiveness

The climate impact of cleaner cooking depends on which fuel and technology is being replaced and what is replacing it. The WHO (2023) categorizes cooking fuels as clean, transitional, or polluting based primarily on health impacts. Clean fuels include solar, electric, biogas, LPG, and alcohols, while kerosene and unprocessed coal are polluting fuels. Biomass cooking technologies may be classified as clean, transitional, or polluting depending on the levels of fine particulate matter and carbon monoxide produced. Switching from traditional cookstoves (polluting) to improved cookstoves (transitional) can reduce emissions 20–40%, while switching to an LPG or electric cookstove can reduce emissions more than 60% (Johnson, 2009). Not including the embodied carbon, switching completely to solar-powered electric cookstoves can reduce emissions 100%.

We estimated the effectiveness of cleaner cooking by calculating the reduction in GHG emissions per household switching to cleaner cooking solutions per year (Table 1). Our analysis of national, regional, and global studies suggested that switching to cleaner fuels and technologies can reduce emissions by 0.83–3.4 t CO₂‑eq /household/yr (100-yr basis), including CO₂, methane, black carbon, and sometimes other GHGs. The large range is due to varying assumptions. For example, the IEA arrived at 3.2 t CO₂‑eq /household/yr (100-yr basis) by assuming that >50% of the households switched to electricity or LPG. In comparison, Bailis et al. (2015) assumed a switch from unclean cookstoves to improved biomass cookstoves, resulting in an emissions reduction of only 0.98 t CO₂‑eq /household/yr (100-yr basis).

Table 1. Effectiveness at reducing GHG emissions of switching from unclean cooking fuels and technologies to cleaner versions.

Unit: t CO-eq/household switching to cleaner cooking solutions/yr, 100-yr basis

25th percentile 1.5
Mean 2.2
Median (50th percentile) 2.3
75th percentile 3.1
Left Text Column Width

While we calculated a median reduction of 2.3 t CO₂‑eq /household switching to cleaner cooking solutions/yr (100-yr basis), the actual reduction per household might be lower because households often stack cleaner cooking fuel with unclean fuel. This could result from multiple socioeconomic factors. For instance, a household may primarily rely on LPG as its main cooking fuel but occasionally turn to firewood or kerosene for specific dishes, price fluctuation, or fuel shortages (Khavari et al., 2023). In rural areas, cleaner fuels and traditional biomass (e.g., wood or dung) are used together to cut costs or due to personal preferences.

Cost

People can obtain traditional unclean fuels and traditional woodstoves for little or no cost (Bensch et al., 2021; Kapsalyamova et al., 2021). Our analysis estimated the cost of woodstoves at US$1.50/household and the monetary cost of biomass fuel at US$0.00/household/yr. Over the two-yr lifespan of a woodstove, the net annualized cost is US$0.75/household/yr. While collecting this fuel might be free, it contributes to poverty because households can spend one to three hours daily collecting fuelwood. This can contribute to children, especially girls, missing school (Jameel et al., 2022). 

We estimated the median upfront cost of transitioning from primarily unclean cooking fuels and technology to cleaner cooking to be approximately US$58/household, with stoves lasting 3–10 years. However, the range of annual costs is large because several cleaner cooking technologies have significant variations in price, and cleaner fuel cost is even more variable. Our analysis showed a median annual fuel cost of US$56/household/yr with costs ranging from savings of US$9/household/yr when buying less biomass for more efficient biomass stoves to costs of US$187/household/yr for LPG. We estimated that over a five-year lifespan, cleaner cooking solutions have a net cost of US$64/household/yr.

Our analysis may overestimate operational costs due to a lack of data on biomass and charcoal costs. The IEA (2023a) estimates that an annual investment of US$8 billion is needed to supply cleaner cookstoves, equipment, and infrastructure to support a transition to cleaner cooking. This translates to US$17/household/yr. 

The IEA (2023) assumes improved biomass and charcoal cookstoves are predominantly adopted in rural areas while LPG and electric stoves are adopted in urban regions because, in LMICs, economic and infrastructure challenges can limit access to LPG and electricity in rural areas. If every household were to switch exclusively to modern cooking (e.g., LPG and electricity), the cost would be much higher. The World Bank estimates the cost of implementing these solutions to be US$1.5 trillion between 2020 and 2030 or ~US$150 billion/yr over the next 10 years. This translates into an average cost of US$214/household/yr (World Bank, 2020). 

The median cost per unit of climate impact was US$28/t CO₂‑eq (100-yr basis, Table 2), obtained by taking the difference between median cost of cooking with polluting sources and the cost of adopting cleaner fuel, then dividing by the median reduction per household (Table 1). Beyond climate benefits, cleaner cooking offers significant other benefits (discussed below). While the median cost presented here is a reasonable first-order estimate, the actual cost of GHG reduction will depend upon several factors, including the type of stove adopted, stove usage, fuel consumption, and scale of adoption. 

Methods and Supporting Data

Methods and Supporting Data

Learning Curve

Deploying cleaner cooking is a mature technology, and prices are unlikely to decrease in high-income countries where cleaner cooking fuels and technologies have been completely adopted. Nonetheless, the high cost of cleaner cooking technologies and the fluctuating prices of cleaner cooking fuel have been among the main impediments in the transition of households experiencing poverty away from unclean fuels and technologies. For example, recent price surges in Africa rendered LPG unaffordable for 30 million people (IEA, 2022). Electricity prices have also fluctuated regionally. In Europe and India, prices were higher in 2023 than in 2019 (IEA, 2023b). In contrast, U.S. electricity prices have remained stable over the past five years, while China experienced an 8% decrease.

Speed of Action

Speed of action refers to how quickly a climate solution physically affects the atmosphere after it is deployed. This is different from speed of deployment, which is the pace at which solutions are adopted.

At Project Drawdown, we define the speed of action for each climate solution as emergency brake, gradual, or delayed.

Deploy Clean Cooking is an EMERGENCY BRAKE climate solution. It has the potential to deliver a more rapid impact than gradual and delayed solutions. Because emergency brake solutions can deliver their climate benefits quickly, they can help accelerate our efforts to address dangerous levels of climate change. For this reason, they are a high priority.

Caveats

Households may continue using unclean cooking fuel and technologies alongside cleaner fuels and technologies (referred to as stacking). The data on cleaner cooking are typically measured as the number of households primarily relying on cleaner cooking fuel. This fails to capture the secondary fuel source used in the household. A review from LMICs revealed that stacking can range from low (28%) to as high as 100%, which would mean that every household is simultaneously using cleaner and unclean fuel (Shankar et al., 2020). This can happen due to factors like an increase in the cost of cleaner cooking fuel, cooking preference, unavailability of cleaner fuel, and unfamiliarity with cleaner cooking technologies. Stacking is challenging to avoid, and there is a growing realization from cleaner cooking practitioners of the need for cleaner approaches, even when multiple stoves are used. For example, electric stoves can be supplemented with LPG or ethanol stoves.

Permanence

There are significant permanence challenges associated with cleaner cooking. Households switch back from cleaner cooking fuels and technologies to unclean fuels and technologies (Jewitt et al., 2020). 

Finance

Finance is vital to supercharge adoption of cleaner cooking. Investment in the cleaner cooking sector remains significantly below the scale of the global challenge, with current funding at approximately US$130 million. This is many times lower than the amount needed each year to expand adoption of cleaner cooking solutions for the 2.4 billion people who still rely on polluting fuels and technologies (CCA 2023). At the current business-as-usual adoption rate, limited by severe underfunding, more than 80% of the population in sub-Saharan Africa will continue to rely on unclean fuels and technologies in 2030 (Stoner et al., 2021)

Climate funding, developmental finance, and subsidies have made some progress in increasing adoption of cleaner cooking. For instance, the World Bank invested more than US$562 million between 2015 and 2020, enabling 43 million people across 30 countries to adopt cleaner cooking solutions (ESMAP, 2023; World Bank, 2023). However, the emissions reductions these programs achieve can be overestimated. A recent analysis (Gill-Wiehl et al., 2024) found that 26.7 million clean cooking offset credits in reality only amounted to about 2.9 million credits. This discrepancy underscores the urgent need for updated methodologies and standards to accurately estimate emissions reductions and the cost of reduction per t CO₂‑eq (100-yr basis). 

Current Adoption

The WHO (2025) estimated that 74% of the global population in 2022 used cleaner cooking fuels and technologies. This translates to 1.2 billion households using cleaner cooking (Table 2) and 420 million households that have yet to switch to clean cooking solutions (Table 6). The adoption of cleaner cooking is not evenly spread across the world. On the higher end of the spectrum are the Americas and Europe, where, on average, more than 93% of people primarily rely on cleaner cooking fuels and technologies (WHO, 2025). On the lower end of the spectrum are sub-Saharan countries such as Madagascar, Mali and Uganda, where primary reliance on cleaner cooking fuel and technologies is <5%. While current adoption represents households that enjoy cleaner cooking today, our analysis for achievable adoption and adoption ceiling focuses on quantifying households that currently use traditional cooking methods and can switch to cleaner cooking. 

To calculate climate impact of this solution, we defined the adoption unit as households switching to clean cooking after 2022. For this reason, current adoption in Table 6 and the solution summaries is not determined.

Table 2. Current adoption level (2022).

Unit: households using cleaner cooking solutions

Mean 1,200,000,000
Left Text Column Width
Adoption Trend

Global adoption of cleaner cooking fuel and technologies as the primary source of cooking increased from 61% of the population in 2013 to 74% in 2023 (WHO, 2025). This translates to roughly 21 million households adopting cleaner cooking technologies/yr (Table 3). This uptake, however, is not evenly distributed (see Maps section above).

Large-scale adoption across China, India, and Indonesia has driven the recent increase. Between 2011 and 2021, use of cleaner fuels and technologies as the primary means of cooking rose from 61% to 83% of the population in China. In India, adoption expanded from 38% to 71%, and in Indonesia, it increased from 47% to 87% (WHO, 2024a). In contrast, primary reliance on cleaner cooking in sub-Saharan Africa only increased from 12% in 2010 to 16% in 2020 (Stoner et al., 2021). 

Based on the existing policies, population growth, and investments, more than 75% of the sub-Saharan African population will use unclean cooking fuels and technologies in 2030 (Stoner et al., 2021). In Central and Southern Asia, about 25% of the population will use unclean cooking fuels and technologies by 2030 (Stoner et al., 2021).

Table 3. Adoption trend (2013–2023).

Unit: households switching to cleaner cooking solutions/yr

Mean 21,000,000
Left Text Column Width
Adoption Ceiling

The World Bank (2020) estimated that universal adoption of modern energy cooking services by 2030 is possible with an annual investment of US$148–156 billion, with 26% of the investment coming from governments and development partners, 7% from private investment, and 67% from households. Universal adoption and use of cleaner fuels and technologies is possible with an investment of US$8–10 billion/yr (IEA, 2023a; World Bank, 2020). We therefore set the adoption ceiling at 100% of households adopting and using cleaner cooking solutions, which entails 420 million households switching from unclean solutions (Table 4).

Table 4. Cleaner cooking adoption ceiling: upper limit for new adoption of cleaner cooking solutions.

Unit: households switching to cleaner cooking solutions

Mean 420,000,000
Left Text Column Width
Achievable Adoption

Universal adoption and use of cleaner cooking solutions is achievable before 2050 (Table 5). This is because if the current adoption trend continues, all households that currently use unclean cooking fuels and technologies will have switched to using cleaner versions by 2043. 

China, India, and Indonesia have shown that it is possible to rapidly expand adoption with the right set of policies and investments. In Indonesia, for example, use of cleaner cooking solutions increased from 9% of the population to 89% between 2002 and 2012 (WHO, 2025). 

Table 5. Range of achievable adoption levels.

Unit: households switching to cleaner cooking solutions

Current adoption Not determined
Achievable – low 420,000,000
Achievable – high 420,000,000
Adoption ceiling 420,000,000
Left Text Column Width

Cooking from all fuel types is responsible for approximately 1.7 Gt CO₂‑eq (100-yr basis) emissions every year (WHO, 2023), on par with global emissions from the aviation industry (Bergero et al., 2023). Unclean cooking fuels and technologies are also the largest source of black carbon (Climate & Clean Air Coalition, 2024), a short-lived climate pollutant with a GWP several hundred times higher than CO₂ that contributes to millions of premature deaths yearly (Garland et al., 2017). 

The actual reduction in climate impact will depend upon the mix of cleaner fuel and technologies that replace unclean fuel. The IEA (2023a) estimates that if the cleanest cooking fuels and technologies (e.g., electric and LPG) are adopted, emissions could be reduced by 1.5 Gt CO₂‑eq/yr (100-yr basis) by 2030. In contrast, a greater reliance on improved cookstoves as cleaner cooking solutions will result in lower emissions reductions. The WHO (2023) estimates that much of the shift by 2030 will involve using improved biomass and charcoal cookstoves, especially in rural areas, reducing emissions 0.6 Gt CO₂‑eq/yr (100-yr basis) by 2030 and ~1.6 CO₂‑eq/yr (100-yr basis) by 2050, closely matching the IEA estimate.

According to our analysis, deploying cleaner cooking can reduce emissions by 0.98 Gt CO₂‑eq/yr (100-yr basis) between now and 2050 (Table 6). Our emissions reduction estimates are lower than those of the IEA because we do not assume that the shift to cleaner cooking will be dominated by LPG and renewables.

Table 6. Climate impact at different levels of adoption.

Unit: Gt CO-eq/yr, 100-yr basis

Current adoption Not determined
Achievable – low 0.98
Achievable – high 0.98
Adoption ceiling 0.98
Left Text Column Width
Additional Benefits

Income and Work

Simkovich et al. (2019) found that time gained by switching to cleaner fuel can increase daily income by 3.8–4.7%. Their analysis excludes the expenses related to fuel, as well as the costs associated with delivery or transportation for refilling cleaner fuel. Mazorra et al. (2020) reported that if 50% of the time saved from not gathering firewood were redirected to income-generating activities, it could lead to an estimated annual income increase of approximately US$125 (2023 dollars) in the Gambia, US$113 in Guinea-Bissau, and US$200 in Senegal. Health and Air Quality

Health

Unclean cooking fuels and technologies produce household air pollution (HAP), with smoke and fine particulates sometimes reaching levels up to 100 times acceptable limits, particularly in poorly ventilated spaces (WHO, 2024b). HAP is linked to numerous health issues, such as stroke, ischemic heart disease, chronic obstructive pulmonary disease, lung cancer, and poor birth outcomes (Jameel et al., 2022). It accounts for more than 3.2 million early deaths annually (WHO, 2024b). In 2019, it accounted for over 4% of all the deaths globally (Bennitt et al., 2021). The World Bank (2020) estimated that the negative health impact of unclean cooking fuels and technologies is valued at US$1.4 trillion/yr. Globally, switching to cleaner fuels and technologies could prevent 21 million premature deaths from 2000–2100 (Lacey et al., 2017). A recent study offered empirical evidence of potential cardiovascular benefits stemming from household cleaner energy policies (Lee et al., 2024).

Equality

Unclean cooking disproportionately impacts women and children who are traditionally responsible for collecting fuelwood or biomass. Typically, they spend an hour every day collecting solid fuel; however, in some countries (e.g., Senegal, Niger, and Cameroon), daily average collection time can exceed three hours (Jameel et al., 2022). Time-saving cooking fuels are associated with more education in women and children (Biswas & Das, 2022; Choudhuri & Desai, 2021) and can additionally promote gender equity through economic empowerment by allowing women to pursue additional employment opportunities (CCA, 2023). In conflict zones, adoption of cleaner fuels and technologies has been shown to reduce gender-based violence (Jameel et al., 2022). Finally, cleaner cooking fuels can improve health equity as women are disproportionately exposed to indoor air pollution generated from cooking (Fullerton et al., 2008; Po et al., 2011). 

Nature Protection

The unsustainable harvest of wood for cooking fuel has led to deforestation and biodiversity loss in regions such as South Asia and sub-Saharan Africa (CCA, 2022). East African nations, including Eritrea, Ethiopia, Kenya, and Uganda, are particularly affected by the rapid depletion of sustainable wood fuel resources. In the Democratic Republic of the Congo, 84% of harvested wood is charcoal or firewood (World Bank, 2018). Switching to cleaner cooking fuels and technologies can reduce deforestation and protect biodiversity (Anenberg et al., 2013; CCA, 2022; Dagnachew et al., 2018).

Risks

The expensive nature of cleaner cooking presents a significant barrier to adoption. Households that have recently transitioned to cleaner cooking face a high risk of defaulting back to unclean fuels and technologies. For example, among the households that received free LPG connection as a part of the Pradhan Mantri Ujjwala Yojana in India, low-income households reverted to unclean fuels and technologies during extensive periods of refill gaps (Cabiyo et al., 2020). In total, 9 million recipients could not refill their LPG cylinders even once in 2021–22 due to high LPG costs and other factors (Down to Earth, 2022).

Beyond the cost, there is an adjustment period for the households adopting the cleaner cooking solution, which includes familiarizing themselves with the technology and fostering cultural and behavioral changes, including overcoming biases and adopting new habits.

Interactions with Other Solutions

Reinforcing

This solution also decreases the demand for wood and waste biomass. Because the total projected demand for wood and waste biomass across climate solutions exceeds the supply, reducing demand from clean cooking will help the following solutions increase their potential adoption by increasing the availability of raw agricultural waste and other biomass:

Dashboard

Solution Basics

household switching to cleaner cooking

t CO₂-eq (100-yr)/unit/yr
01.52.3median
units
Current Not Determined 04.2×10⁸4.2×10⁸
Achievable (Low to High)

Climate Impact

Gt CO₂-eq (100-yr)/yr
Current 0 0.980.98
US$ per t CO₂-eq
27
Emergency Brake

CO₂ , CH₄, BC

Trade-offs

Switching to electric cooking will meaningfully reduce GHG emissions only if the grid is powered by clean energy. A life-cycle assessment of cooking fuels in India and China (Cashman et al., 2016) showed that unclean cooking fuels such as crop residue and cow dung had a lower carbon footprint than electricity because in these countries >80% of the electricity was produced by coal and natural gas

LPG has been the leading cleaner fuel source replacing unclean cooking fuel globally (IEA, 2023a). The IEA (2023a) estimated that 33% of households transitioning to cleaner cooking fuels and technologies will do so using LPG to transition. Because LPG is a fossil fuel, increased reliance can hinder or slow the transition from fossil fuels

% population
0–15
15–30
30–45
45–60
60–75
75–100
No data

Percentage of country population relying primarily on clean cooking technologies, 2023

Access to clean cooking technology – and the benefits it confers – varies widely around the world.

World Health Organization (2026). Proportion of population with primary reliance on clean fuels and technologies for cooking (%) [Data set]. The Global Health Observatory Indicators. Retrieved January 7, 2026 from Link to source: https://www.who.int/data/gho/data/indicators/indicator-details/GHO/gho-phe-primary-reliance-on-clean-fuels-and-technologies-proportion 

% population
0–15
15–30
30–45
45–60
60–75
75–100
No data

Percentage of country population relying primarily on clean cooking technologies, 2023

Access to clean cooking technology – and the benefits it confers – varies widely around the world.

World Health Organization (2026). Proportion of population with primary reliance on clean fuels and technologies for cooking (%) [Data set]. The Global Health Observatory Indicators. Retrieved January 7, 2026 from Link to source: https://www.who.int/data/gho/data/indicators/indicator-details/GHO/gho-phe-primary-reliance-on-clean-fuels-and-technologies-proportion 

Maps Introduction

The Deploy Clean Cooking solution applies to geographies where low-cost, inefficient, and polluting cooking methods are common. Sub-Saharan Africa is the overwhelming target, with only 23% of the population relying on clean cooking technologies (WHO, 2025). 

There are significant correlations between the lack of clean cooking solutions and levels of extreme poverty (World Bank, 2024). The financial cost of clean fuel and cookstoves is a significant barrier to adoption (WHO, 2023).  

Some of the key benefits of deploying clean cooking will vary based on geography and landscape. For instance, freeing up time spent collecting firewood will be more notable in areas with less dense forest, since people in such locations would have to travel farther to harvest wood (Khavari et al., 2023).

Barriers to the adoption of clean cooking can also vary with geography. Examples noted by Khavari et al. (2023) include robustness of supply chains, which can be influenced by population density and road networks.

Action Word
Deploy
Solution Title
Clean Cooking
Classification
Highly Recommended
Lawmakers and Policymakers
  • Prioritize the issue at the national level to coordinate policy, coordinate resources, and ensure a robust effort.
  • Create a dedicated coordinating body across relevant ministries, agencies, and sectors.
  • Create subsidies and fuel price caps, and ban unclean cooking fuels and technologies.
  • Remove taxes and levies on clean-cooking stoves.
  • Create dedicated teams to deliver cleaner cooking equipment.
  • Run public education campaigns appropriate for the context
Practitioners
  • Serve as a clean cooking ambassador to raise awareness within your industry and community.
  • Participate in training programs.
  • Develop feedback channels with manufacturers to enhance design and overcome local challenges.
  • Restaurant owners and cooks can adopt clean cooking in their kitchens to reduce emissions, lower costs, and improve worker health and safety. 
Business Leaders
Nonprofit Leaders
  • Ensure operations use clean cooking methods.
  • Educate the public on the benefits of clean cooking, available options, and applicable incentive programs.
  • Advocate to policymakers on issues such as targeted subsidies and providing government support.
  • Educate investors and the business community on local needs and market trends. 
Investors
Philanthropists and International Aid Agencies
  • Distribute cleaner cooking equipment and fuel.
  • Work with local policymakers to ensure that recipient communities can maintain fuel costs over the long term (possibly through fuel subsidies).
  • Provide grants to businesses in this sector.
  • Fund education campaigns appropriate for the context.
  • Advance political action through public-private partnerships such as the CCA
Thought Leaders
  • Educate the public on the health, gender, climate, and environmental impacts of unclean cooking and the benefits of cleaner cooking.
  • Hone your message to fit the context and share through appropriate messengers and platforms.
  • Use mechanisms to promote trust, such as working with local health-care workers or other respected professionals. 
Technologists and Researchers
  • Develop regional-specific technology that uses local sources of energy, such as biogas or high-efficiency charcoal.
  • Create technology that works with the local environment and economy and has reliable supply chains.
Communities, Households, and Individuals
  • Learn about the benefits and harms associated with unclean fuels and technologies.
  • Identify the right technology to purchase by considering the availability and affordability of fuels; practicality of the equipment in producing the quantity, quality, and type of preferred food, and ease of use. 
Evidence Base

There is a strong consensus on the effectiveness of cleaner cooking as a climate solution. Research over the past two decades (e.g., Anenberg et al., 2013; Mazorra et al., 2020; Rosenthal et al., 2018) has supported the contention that replacing solid fuel cooking with cleaner fuel reduces GHG emissions. 

There is high agreement and robust evidence that switching cooking from unclean fuels and technologies to cleaner alternatives such as burning LPG or electric stoves offers health, air quality, and climate change benefits (Intergovernmental Panel on Climate Change [IPCC], 2022).

The IPCC (2022) identified unclean fuels such as biomass as a major source of short-lived climate pollutants (e.g., black carbon, organic carbon, carbon monoxide, and methane) and switching to cleaner fuels and technologies can reduce the emission of short-lived climate pollutants.

Regional and country-level analyses provide additional evidence of the efficacy of cleaner cooking solutions. Khavari et al. (2023) reported that in sub-Saharan Africa, replacing unclean solid fuels with cleaner cooking could reduce GHG emissions by 0.5 Gt CO₂‑eq/yr (100-yr basis). Life cycle assessments comparing different cooking fuels and technologies (Afrane & Ntiamoah, 2011; Afrane & Ntiamoah, 2012; Lansche & Müller, 2017; Singh et al., 2014) also have shown that cleaner cooking fuels and technologies emit less GHG per unit of energy delivered than unclean fuels.

The IEA estimated that switching completely to clean cooking fuels and technologies by 2030 would result in a net reduction of 1.5 Gt CO₂‑eq/yr (100-yr basis) by 2030 (IEA, 2023a). 

The results presented in this document summarize findings from five reviews and meta-analyses and 23 original studies and reports reflecting current evidence from 13 countries, primarily in sub-Saharan Africa. We recognize this limited geographic scope creates bias, and hope this work inspires research and data sharing on this topic in underrepresented regions.

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