IDEAS home Printed from https://ideas.repec.org/a/eee/eneeco/v151y2025ics0140988325007480.html

Global heterogeneity in ETS rollouts and subsequent decarbonization outcomes

Author

Listed:
  • Adbi, Arzi
  • Agarwal, Sumit
  • Natarajan, Siddharth

Abstract

This paper examines emissions trading schemes (ETSs) worldwide and assesses their impact on multiple decarbonization outcomes, namely carbon intensity reduction, absolute emission reduction, and renewable energy adoption. Leveraging spatial-and-temporal variations in ETS introductions and weighted-average ETS carbon prices, we assess the impact of ETSs globally. Our findings indicate that although ETSs have the potential to drive decarbonization, their impacts vary substantially across the world. A key finding is that ETS impacts are significantly shaped by an economy's structural dependence on natural resource rents: greater dependence on natural resource rents weakens the effect of ETS introduction on renewable energy adoption. We also find that ETSs are effective in reducing carbon intensity more in developing economies than in developed economies. Additionally, nationwide ETSs are more effective than partial rollouts. Further, beyond the extensive margin analysis (effect of ETS introduction), the intensive margin analysis reveals that temporal increases in weighted-average ETS carbon price amplify emissions reduction and renewable energy adoption. Overall, our investigation highlights the potential as well as limits of ETSs, suggesting that the economic contexts surrounding ETS rollouts play a substantial role in shaping their effectiveness in accomplishing decarbonization.

Suggested Citation

  • Adbi, Arzi & Agarwal, Sumit & Natarajan, Siddharth, 2025. "Global heterogeneity in ETS rollouts and subsequent decarbonization outcomes," Energy Economics, Elsevier, vol. 151(C).
  • Handle: RePEc:eee:eneeco:v:151:y:2025:i:c:s0140988325007480
    DOI: 10.1016/j.eneco.2025.108921
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0140988325007480
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.eneco.2025.108921?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. Lawrence H. Goulder & Andrew R. Schein, 2013. "Carbon Taxes Versus Cap And Trade: A Critical Review," Climate Change Economics (CCE), World Scientific Publishing Co. Pte. Ltd., vol. 4(03), pages 1-28.
    3. Hasanov, Fakhri J. & Liddle, Brantley & Mikayilov, Jeyhun I., 2018. "The impact of international trade on CO2 emissions in oil exporting countries: Territory vs consumption emissions accounting," Energy Economics, Elsevier, vol. 74(C), pages 343-350.
    4. Bellora, Cecilia & Fontagné, Lionel, 2023. "EU in search of a Carbon Border Adjustment Mechanism," Energy Economics, Elsevier, vol. 123(C).
    5. Ralf Martin & Mirabelle Muûls & Ulrich J. Wagner, 2016. "The Impact of the European Union Emissions Trading Scheme on Regulated Firms: What Is the Evidence after Ten Years?," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 10(1), pages 129-148.
    6. Philippe Aghion & Roland Bénabou & Ralf Martin & Alexandra Roulet, 2023. "Environmental Preferences and Technological Choices: Is Market Competition Clean or Dirty?," American Economic Review: Insights, American Economic Association, vol. 5(1), pages 1-20, March.
    7. Clément de Chaisemartin & Xavier D'Haultfœuille, 2020. "Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects," American Economic Review, American Economic Association, vol. 110(9), pages 2964-2996, September.
    8. Jakob, Michael & Chen, Claudine & Fuss, Sabine & Marxen, Annika & Rao, Narasimha D. & Edenhofer, Ottmar, 2016. "Carbon Pricing Revenues Could Close Infrastructure Access Gaps," World Development, Elsevier, vol. 84(C), pages 254-265.
    9. Johnathan Guy & Esther Shears & Jonas Meckling, 2023. "Author Correction: National models of climate governance among major emitters," Nature Climate Change, Nature, vol. 13(7), pages 748-748, July.
    10. Jonathan Colmer & Ralf Martin & Mirabelle Muûls & Ulrich J Wagner, 2025. "Does Pricing Carbon Mitigate Climate Change? Firm-Level Evidence from the European Union Emissions Trading System," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 92(3), pages 1625-1660.
    11. Raphael Calel, 2020. "Adopt or Innovate: Understanding Technological Responses to Cap-and-Trade," American Economic Journal: Economic Policy, American Economic Association, vol. 12(3), pages 170-201, August.
    12. Sam Fankhauser, 2017. "Adaptation to Climate Change," Annual Review of Economics, Annual Reviews, vol. 9(1), pages 209-230, October.
    13. Bocklet, Johanna & Hintermayer, Martin & Schmidt, Lukas & Wildgrube, Theresa, 2019. "The reformed EU ETS - Intertemporal emission trading with restricted banking," Energy Economics, Elsevier, vol. 84(C).
    14. Xu, Li & Deng, Shi-Jie & Thomas, Valerie M., 2016. "Carbon emission permit price volatility reduction through financial options," Energy Economics, Elsevier, vol. 53(C), pages 248-260.
    15. Chan, Hei Sing (Ron) & Li, Shanjun & Zhang, Fan, 2013. "Firm competitiveness and the European Union emissions trading scheme," Energy Policy, Elsevier, vol. 63(C), pages 1056-1064.
    16. Machado, José A.F. & Santos Silva, J.M.C., 2019. "Quantiles via moments," Journal of Econometrics, Elsevier, vol. 213(1), pages 145-173.
    17. Philippe Aghion & Antoine Dechezleprêtre & David Hémous & Ralf Martin & John Van Reenen, 2016. "Carbon Taxes, Path Dependency, and Directed Technical Change: Evidence from the Auto Industry," Journal of Political Economy, University of Chicago Press, vol. 124(1), pages 1-51.
    18. Cui, Jingbo & Wang, Chunhua & Zhang, Junjie & Zheng, Yang, 2021. "The effectiveness of China’s regional carbon market pilots in reducing firm emissions," LSE Research Online Documents on Economics 113492, London School of Economics and Political Science, LSE Library.
    19. Niklas Döbbeling-Hildebrandt & Klaas Miersch & Tarun M. Khanna & Marion Bachelet & Stephan B. Bruns & Max Callaghan & Ottmar Edenhofer & Christian Flachsland & Piers M. Forster & Matthias Kalkuhl & Ni, 2024. "Systematic review and meta-analysis of ex-post evaluations on the effectiveness of carbon pricing," Nature Communications, Nature, vol. 15(1), pages 1-12, December.
    20. Zhao, Hengsong & Lin, Boqiang, 2025. "Rising inequality in the European Union under stringent climate policy: Internal challenges of carbon border adjustment mechanism," Energy Economics, Elsevier, vol. 142(C).
    21. Martin, Ralf & de Preux, Laure B. & Wagner, Ulrich J., 2014. "The impact of a carbon tax on manufacturing: Evidence from microdata," Journal of Public Economics, Elsevier, vol. 117(C), pages 1-14.
    22. Johnathan Guy & Esther Shears & Jonas Meckling, 2023. "National models of climate governance among major emitters," Nature Climate Change, Nature, vol. 13(2), pages 189-195, February.
    23. Reilly, John M., 2012. "Green growth and the efficient use of natural resources," Energy Economics, Elsevier, vol. 34(S1), pages 85-93.
    24. Badeeb, Ramez Abubakr & Lean, Hooi Hooi & Smyth, Russell, 2016. "Oil curse and finance–growth nexus in Malaysia: The role of investment," Energy Economics, Elsevier, vol. 57(C), pages 154-165.
    25. Jeroen den Bergh & Ivan Savin, 2021. "Impact of Carbon Pricing on Low-Carbon Innovation and Deep Decarbonisation: Controversies and Path Forward," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 80(4), pages 705-715, December.
    26. Richard G. Newell & William A. Pizer & Daniel Raimi, 2014. "Carbon Markets: Past, Present, and Future," Annual Review of Resource Economics, Annual Reviews, vol. 6(1), pages 191-215, October.
    27. Feng, Shenghao & Howes, Stephen & Liu, Yu & Zhang, Keyu & Yang, Jun, 2018. "Towards a national ETS in China: Cap-setting and model mechanisms," Energy Economics, Elsevier, vol. 73(C), pages 43-52.
    28. Michael Jakob & Jan Christoph Steckel & Stephan Klasen & Jann Lay & Nicole Grunewald & Inmaculada Martínez-Zarzoso & Sebastian Renner & Ottmar Edenhofer, 2014. "Feasible mitigation actions in developing countries," Nature Climate Change, Nature, vol. 4(11), pages 961-968, November.
    29. Sant’Anna, Pedro H.C. & Zhao, Jun, 2020. "Doubly robust difference-in-differences estimators," Journal of Econometrics, Elsevier, vol. 219(1), pages 101-122.
    30. Ma, Guangcheng & Qin, Jiahong & Zhang, Yumeng, 2023. "Does the carbon emissions trading system reduce carbon emissions by promoting two-way FDI in developing countries? Evidence from Chinese listed companies and cities," Energy Economics, Elsevier, vol. 120(C).
    31. Corinne Le Quéré & Jan Ivar Korsbakken & Charlie Wilson & Jale Tosun & Robbie Andrew & Robert J. Andres & Josep G. Canadell & Andrew Jordan & Glen P. Peters & Detlef P. van Vuuren, 2019. "Drivers of declining CO2 emissions in 18 developed economies," Nature Climate Change, Nature, vol. 9(3), pages 213-217, March.
    32. Wei, Yigang & Li, Yan & Wang, Zhicheng, 2022. "Multiple price bubbles in global major emission trading schemes: Evidence from European Union, New Zealand, South Korea and China," Energy Economics, Elsevier, vol. 113(C).
    33. Andrew K. Jorgenson, 2014. "Economic development and the carbon intensity of human well-being," Nature Climate Change, Nature, vol. 4(3), pages 186-189, March.
    34. Glen P. Peters & Gregg Marland & Corinne Le Quéré & Thomas Boden & Josep G. Canadell & Michael R. Raupach, 2012. "Rapid growth in CO2 emissions after the 2008–2009 global financial crisis," Nature Climate Change, Nature, vol. 2(1), pages 2-4, January.
    35. Chen, Yajie & Zhang, Dayong & Guo, Kun & Ji, Qiang, 2024. "Emission trading schemes and cross-border mergers and acquisitions," Journal of Environmental Economics and Management, Elsevier, vol. 124(C).
    36. Daniel Rosenbloom & Jochen Markard & Frank W. Geels & Lea Fuenfschilling, 2020. "Opinion: Why carbon pricing is not sufficient to mitigate climate change—and how “sustainability transition policy” can help," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 117(16), pages 8664-8668, April.
    37. Majumder, Monoj Kumar & Raghavan, Mala & Vespignani, Joaquin, 2020. "Oil curse, economic growth and trade openness," Energy Economics, Elsevier, vol. 91(C).
    38. Beata Smarzynska Javorcik, 2004. "Does Foreign Direct Investment Increase the Productivity of Domestic Firms? In Search of Spillovers Through Backward Linkages," American Economic Review, American Economic Association, vol. 94(3), pages 605-627, June.
    39. E. Mark Curtis, 2018. "Who Loses under Cap-and-Trade Programs? The Labor Market Effects of the NOx Budget Trading Program," The Review of Economics and Statistics, MIT Press, vol. 100(1), pages 151-166, March.
    40. Chen, Rushi & Howley, Peter & Kesidou, Effie, 2024. "The impact of ETS on productivity in developing economies: A micro-econometric evaluation with Chinese firm-level data," Energy Economics, Elsevier, vol. 131(C).
    41. Torvik, Ragnar, 2002. "Natural resources, rent seeking and welfare," Journal of Development Economics, Elsevier, vol. 67(2), pages 455-470, April.
    42. Michael Jakob & Robert Marschinski, 2013. "Interpreting trade-related CO2 emission transfers," Nature Climate Change, Nature, vol. 3(1), pages 19-23, January.
    43. Arin, K. Peren & Braunfels, Elias, 2018. "The resource curse revisited: A Bayesian model averaging approach," Energy Economics, Elsevier, vol. 70(C), pages 170-178.
    44. Christian Flachsland & Robert Marschinski & Ottmar Edenhofer, 2009. "To link or not to link: benefits and disadvantages of linking cap-and-trade systems," Climate Policy, Taylor & Francis Journals, vol. 9(4), pages 358-372, July.
    45. Johanna Bocklet & Martin Hintermayer & Lukas Schmidt & Theresa Wildgrube, 2019. "The Reformed EU ETS - Intertemporal Emission Trading with Restricted Banking," EWI Working Papers 2019-4, Energiewirtschaftliches Institut an der Universitaet zu Koeln (EWI).
    46. Auty, Richard M., 2007. "Natural resources, capital accumulation and the resource curse," Ecological Economics, Elsevier, vol. 61(4), pages 627-634, March.
    47. Bolat, C. Kaan & Soytas, Ugur & Akinoglu, Bulent & Nazlioglu, Saban, 2023. "Is there a macroeconomic carbon rebound effect in EU ETS?," Energy Economics, Elsevier, vol. 125(C).
    48. Hainmueller, Jens & Mummolo, Jonathan & Xu, Yiqing, 2019. "How Much Should We Trust Estimates from Multiplicative Interaction Models? Simple Tools to Improve Empirical Practice," Political Analysis, Cambridge University Press, vol. 27(2), pages 163-192, April.
    49. MacKinnon, James G. & Nielsen, Morten Ørregaard & Webb, Matthew D., 2023. "Cluster-robust inference: A guide to empirical practice," Journal of Econometrics, Elsevier, vol. 232(2), pages 272-299.
    50. Lin, Boqiang & Sun, Chuanwang, 2010. "Evaluating carbon dioxide emissions in international trade of China," Energy Policy, Elsevier, vol. 38(1), pages 613-621, January.
    51. Sun, Liyang & Abraham, Sarah, 2021. "Estimating dynamic treatment effects in event studies with heterogeneous treatment effects," Journal of Econometrics, Elsevier, vol. 225(2), pages 175-199.
    52. Qiping Xu & Taehyun Kim, 2022. "Financial Constraints and Corporate Environmental Policies," The Review of Financial Studies, Society for Financial Studies, vol. 35(2), pages 576-635.
    53. Melissa Dell & Benjamin F. Jones & Benjamin A. Olken, 2012. "Temperature Shocks and Economic Growth: Evidence from the Last Half Century," American Economic Journal: Macroeconomics, American Economic Association, vol. 4(3), pages 66-95, July.
    54. Dolphin, Geoffroy & Xiahou, Qinrui, 2022. "World Carbon Pricing Database: Sources and Methods," RFF Working Paper Series 22-05, Resources for the Future.
    55. repec:hal:cesptp:halshs-04331408 is not listed on IDEAS
    56. Jörg Ankel-Peters & Gunther Bensch & Ashwini Dabadge & Anicet Munyehirwe & Julian Rose & Maximiliane Sievert & Emmanuel Nshakira-Rukundo & Jann Lay, 2025. "Tax carbon cautiously for sub-Saharan Africa," Nature Climate Change, Nature, vol. 15(1), pages 7-9, January.
    57. Liu, Feng & van den Bergh, Jeroen & Wei, Yihang, 2024. "Testing mechanisms through which China's ETS promotes a low-carbon transition," Energy Economics, Elsevier, vol. 132(C).
    58. Sadayuki, Taisuke & Arimura, Toshi H., 2021. "Do regional emission trading schemes lead to carbon leakage within firms? Evidence from Japan," Energy Economics, Elsevier, vol. 104(C).
    59. Sam Fankhauser, 2017. "Adaptation to Climate Change," Annual Review of Resource Economics, Annual Reviews, vol. 9(1), pages 209-230, October.
    60. Geoffroy Dolphin & Michael G Pollitt & David M Newbery, 2020. "The political economy of carbon pricing: a panel analysis," Oxford Economic Papers, Oxford University Press, vol. 72(2), pages 472-500.
    61. Kenneth Gillingham & James H. Stock, 2018. "The Cost of Reducing Greenhouse Gas Emissions," Journal of Economic Perspectives, American Economic Association, vol. 32(4), pages 53-72, Fall.
    62. Dinda, Soumyananda, 2004. "Environmental Kuznets Curve Hypothesis: A Survey," Ecological Economics, Elsevier, vol. 49(4), pages 431-455, August.
    63. Su, Bin & Thomson, Elspeth, 2016. "China's carbon emissions embodied in (normal and processing) exports and their driving forces, 2006–2012," Energy Economics, Elsevier, vol. 59(C), pages 414-422.
    64. repec:dau:papers:123456789/10174 is not listed on IDEAS
    65. Michael E. Porter & Claas van der Linde, 1995. "Toward a New Conception of the Environment-Competitiveness Relationship," Journal of Economic Perspectives, American Economic Association, vol. 9(4), pages 97-118, Fall.
    66. Daron Acemoglu & Philippe Aghion & Leonardo Bursztyn & David Hemous, 2012. "The Environment and Directed Technical Change," American Economic Review, American Economic Association, vol. 102(1), pages 131-166, February.
    67. Nordhaus, William D, 1977. "Economic Growth and Climate: The Carbon Dioxide Problem," American Economic Review, American Economic Association, vol. 67(1), pages 341-346, February.
    68. Bartram, Söhnke M. & Hou, Kewei & Kim, Sehoon, 2022. "Real effects of climate policy: Financial constraints and spillovers," Journal of Financial Economics, Elsevier, vol. 143(2), pages 668-696.
    69. Callaway, Brantly & Sant’Anna, Pedro H.C., 2021. "Difference-in-Differences with multiple time periods," Journal of Econometrics, Elsevier, vol. 225(2), pages 200-230.
    70. Jennie Bai & Hong Ru, 2024. "Carbon Emissions Trading and Environmental Protection: International Evidence," Management Science, INFORMS, vol. 70(7), pages 4593-4603, July.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Rafaty, Ryan & Dolphin, Geoffroy & Pretis, Felix, 2025. "Carbon pricing and the elasticity of CO2 emissions," Energy Economics, Elsevier, vol. 144(C).
    2. Ryan Rafaty & Geoffroy Dolphin & Felix Pretis, 2020. "Carbon pricing and the elasticity of CO2 emissions," Working Papers EPRG2035, Energy Policy Research Group, Cambridge Judge Business School, University of Cambridge.
    3. Bajo-Buenestado, Raúl & Borrella-Mas, Miguel Ángel, 2025. "Market competition and the adoption of clean technology: Evidence from the taxi industry," European Economic Review, Elsevier, vol. 174(C).
    4. Yuan, Huaxi & Zou, Longhui & Feng, Yidai, 2023. "How to achieve emission reduction without hindering economic growth? The role of judicial quality," Ecological Economics, Elsevier, vol. 209(C).
    5. Chai, Song & Yang, Jin & Bi, Xintian & Tang, Lin & Zhang, Maiyue & Zhu, Jie, 2026. "Synergy or conflict? Assessing the combined emission reduction effects of environmental taxation and carbon trading in China's power sector," Utilities Policy, Elsevier, vol. 98(C).
    6. Bagayev, Igor & Kogler, Dieter F. & Lochard, Julie, 2025. "Does environmental regulation drive specialisation in green innovation?," Journal of Environmental Economics and Management, Elsevier, vol. 130(C).
    7. Cocco, Valentin & Chakir, Raja & Mouysset, Lauriane, 2025. "Guilty or scapegoat? Land consolidation and hedgerow decline," Journal of Environmental Economics and Management, Elsevier, vol. 133(C).
    8. aus dem Moore, Nils & Brehm, Johannes & Gruhl, Henri, 2025. "Driving innovation? Carbon tax effects in the Swedish transport sector," Journal of Public Economics, Elsevier, vol. 248(C).
    9. Xin Nie & Jianxian Wu & Han Wang & Weijuan Li & Chengdao Huang & Lihua Li, 2022. "Contributing to carbon peak: Estimating the causal impact of eco‐industrial parks on low‐carbon development in China," Journal of Industrial Ecology, Yale University, vol. 26(4), pages 1578-1593, August.
    10. Mortha, Aline & Yajima, Naonari & Arimura, Toshi H., 2024. "Impact of the feed-in-tariff exemption on energy consumption in Japanese industrial plants," Japan and the World Economy, Elsevier, vol. 69(C).
    11. Roth, Jonathan & Sant’Anna, Pedro H.C. & Bilinski, Alyssa & Poe, John, 2023. "What’s trending in difference-in-differences? A synthesis of the recent econometrics literature," Journal of Econometrics, Elsevier, vol. 235(2), pages 2218-2244.
    12. Adrien Bilal & James H. Stock, 2025. "A Guide to Macroeconomics and Climate Change," NBER Working Papers 33567, National Bureau of Economic Research, Inc.
    13. Hao, Tian & Zhou, Lizhuo & Hu, Peng & Zhao, Tongpu & Wang, Peiqiong, 2025. "From hedge to risk: Nonlinear effects of climate policy uncertainty on corporate biodiversity exposure," Energy Economics, Elsevier, vol. 151(C).
    14. Yunning, Ma & Wang, Shuo & Zhang, Ning & Choi, Yongrok, 2025. "Does China's carbon emission trading scheme policy exacerbate financing costs for enterprises?," Energy Economics, Elsevier, vol. 149(C).
    15. Jean-Baptiste Bonnier, 2024. "A Split-Treatment Design," Working Papers 2024-11, CRESE.
    16. Zhang, Renjie & Zhu, Guiyi, 2024. "Green public procurement and firms' pollution emissions: Does demand-side environmental policy matter?," Economic Analysis and Policy, Elsevier, vol. 84(C), pages 1958-1978.
    17. Trinks, Arjan & Hille, Erik, 2026. "Carbon costs and industrial firm performance: Evidence from international microdata," Energy Economics, Elsevier, vol. 153(C).
    18. Ferrara, Antonella Rita & Giua, Ludovica, 2022. "Indirect cost compensation under the EU ETS: A firm-level analysis," Energy Policy, Elsevier, vol. 165(C).
    19. Lin, Weifen & Du, Longzheng, 2025. "Top-down environmental quality regulation and boundary pollution control: Evidence in boundary towns of China," Journal of Business Research, Elsevier, vol. 194(C).
    20. Lucas Bretschger & Karen Pittel, 2020. "Twenty Key Challenges in Environmental and Resource Economics," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 77(4), pages 725-750, December.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:eneeco:v:151:y:2025:i:c:s0140988325007480. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/eneco .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.