IDEAS home Printed from https://ideas.repec.org/a/sae/engenv/v36y2025i1p391-424.html

Could carbon emissions trading scheme improve total factor carbon emissions performance? Evidence from cities of China

Author

Listed:
  • Lu Zheng
  • Yuhuan Zhao
  • Jingzhi Zhu
  • Zhiling Qian
  • Ziyi Zhao
  • Shunan Fan

Abstract

Carbon emissions trading scheme (ETS) is a market-based measure to reduce carbon emissions. Evaluating the impact of carbon ETS on total factor carbon emissions performance (TFCEP) is of great significance to carbon emissions reduction and high-quality economic development in China. However, whether China's carbon ETS can improve TFCEP remains to be answered. Using the difference-in-differences model, super-efficient Slacks-based measure method and Malmquist–Luenberger index, this study evaluates the impact of carbon ETS on TFCEP and decomposition items of TFCEP based on the data during 2003–2017. Then, the heterogeneity effect of marketization and environmental enforcement are analyzed. The influencing mechanisms are tested from the perspective of industrial structure and green innovation and the moderating effect of carbon price and trading volume is also examined. The results show that carbon ETS could significantly improve TFCEP, and mainly improve the two decomposition items of efficiency change and scale technological change. Heterogeneity analyses show that the positive impact is more significant in cities with high levels of marketization and stricter environmental enforcement. Mechanism analyses suggest that carbon ETS could improve TFCEP by promoting industrial structure and green innovation. In particular, carbon prices and trading volume are confirmed to enhance the role of carbon ETS in promoting TFCEP. The results provide a new reference for Chinese government to use the market-based tool to reduce carbon emissions while maintaining economic growth.

Suggested Citation

  • Lu Zheng & Yuhuan Zhao & Jingzhi Zhu & Zhiling Qian & Ziyi Zhao & Shunan Fan, 2025. "Could carbon emissions trading scheme improve total factor carbon emissions performance? Evidence from cities of China," Energy & Environment, , vol. 36(1), pages 391-424, February.
  • Handle: RePEc:sae:engenv:v:36:y:2025:i:1:p:391-424
    DOI: 10.1177/0958305X231183686
    as

    Download full text from publisher

    File URL: https://journals.sagepub.com/doi/10.1177/0958305X231183686
    Download Restriction: no

    File URL: https://libkey.io/10.1177/0958305X231183686?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
    ---><---

    References listed on IDEAS

    as
    1. Jingwen Zhang & Yin Dai & Chi-Wei Su & Dervis Kirikkaleli & Muhammad Umar, 2021. "Intertemporal change in the effect of economic growth on carbon emission in China," Energy & Environment, , vol. 32(7), pages 1207-1225, November.
    2. Petia Topalova, 2010. "Factor Immobility and Regional Impacts of Trade Liberalization: Evidence on Poverty from India," American Economic Journal: Applied Economics, American Economic Association, vol. 2(4), pages 1-41, October.
    3. Wu, Qingyang & Wang, Yanying, 2022. "How does carbon emission price stimulate enterprises' total factor productivity? Insights from China's emission trading scheme pilots," Energy Economics, Elsevier, vol. 109(C).
    4. Rannou, Yves & Boutabba, Mohamed Amine & Barneto, Pascal, 2021. "Are Green Bond and Carbon Markets in Europe complements or substitutes? Insights from the activity of power firms," Energy Economics, Elsevier, vol. 104(C).
    5. Rolf Färe & Emili Grifell‐Tatjé & Shawna Grosskopf & C. A. Knox Lovell, 1997. "Biased Technical Change and the Malmquist Productivity Index," Scandinavian Journal of Economics, Wiley Blackwell, vol. 99(1), pages 119-127, March.
    6. Shinkuma, Takayoshi & Sugeta, Hajime, 2016. "Tax versus emissions trading scheme in the long run," Journal of Environmental Economics and Management, Elsevier, vol. 75(C), pages 12-24.
    7. Zhang, Wei & Li, Jing & Li, Guoxiang & Guo, Shucen, 2020. "Emission reduction effect and carbon market efficiency of carbon emissions trading policy in China," Energy, Elsevier, vol. 196(C).
    8. Jacobson, Louis S & LaLonde, Robert J & Sullivan, Daniel G, 1993. "Earnings Losses of Displaced Workers," American Economic Review, American Economic Association, vol. 83(4), pages 685-709, September.
    9. Yang, Xinyu & Jiang, Ping & Pan, Yao, 2020. "Does China's carbon emission trading policy have an employment double dividend and a Porter effect?," Energy Policy, Elsevier, vol. 142(C).
    10. Louis S. Jacobson & Robert J. LaLonde & Daniel G. Sullivan, 1993. "Long-term earnings losses of high-seniority displaced workers," Economic Perspectives, Federal Reserve Bank of Chicago, vol. 17(Nov), pages 2-20.
    11. Jianfeng Guo & Fu Gu & Yinpeng Liu & Xi Liang & Jianlei Mo & Ying Fan, 2020. "Assessing the impact of ETS trading profit on emission abatements based on firm-level transactions," Nature Communications, Nature, vol. 11(1), pages 1-8, December.
    12. Raphael Calel & Antoine Dechezleprêtre, 2016. "Environmental Policy and Directed Technological Change: Evidence from the European Carbon Market," The Review of Economics and Statistics, MIT Press, vol. 98(1), pages 173-191, March.
    13. Dong-hyun Oh, 2010. "A global Malmquist-Luenberger productivity index," Journal of Productivity Analysis, Springer, vol. 34(3), pages 183-197, December.
    14. Tang, Maogang & Li, Zhen & Hu, Fengxia & Wu, Baijun & Zhang, Ruihan, 2021. "Market failure, tradable discharge permit, and pollution reduction: Evidence from industrial firms in China," Ecological Economics, Elsevier, vol. 189(C).
    15. List, John A. & Co, Catherine Y., 2000. "The Effects of Environmental Regulations on Foreign Direct Investment," Journal of Environmental Economics and Management, Elsevier, vol. 40(1), pages 1-20, July.
    16. Ge Li & Da Gao & Yi Li, 2023. "Impacts of Market‐based Environmental Regulation on Green Total Factor Energy Efficiency in China," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 31(3), pages 92-114, May.
    17. Xie, Rong-hui & Yuan, Yi-jun & Huang, Jing-jing, 2017. "Different Types of Environmental Regulations and Heterogeneous Influence on “Green” Productivity: Evidence from China," Ecological Economics, Elsevier, vol. 132(C), pages 104-112.
    18. 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).
    19. R. H. Coase, 2013. "The Problem of Social Cost," Journal of Law and Economics, University of Chicago Press, vol. 56(4), pages 837-877.
    20. Lingling Cao & Huawei Niu, 2022. "Green Credit and Total Factor Carbon Emission Performance—Evidence from Moderation-Based Mediating Effect Test," IJERPH, MDPI, vol. 19(11), pages 1-19, June.
    21. Xueqi Zhai & Yunfei An & Xunpeng Shi & Hongqiao Cui, 2023. "Emissions trading scheme and green development in China: Impact of city heterogeneity," Sustainable Development, John Wiley & Sons, Ltd., vol. 31(4), pages 2583-2597, August.
    22. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    23. Shi, Qiaoling & Zhao, Yuhuan & Qian, Zhiling & Zheng, Lu & Wang, Song, 2022. "Global value chains participation and carbon emissions: Evidence from Belt and Road countries," Applied Energy, Elsevier, vol. 310(C).
    24. Liu, Jing-Yue & Zhang, Yue-Jun, 2021. "Has carbon emissions trading system promoted non-fossil energy development in China?," Applied Energy, Elsevier, vol. 302(C).
    25. Giovanni Marin & Marianna Marino & Claudia Pellegrin, 2018. "The Impact of the European Emission Trading Scheme on Multiple Measures of Economic Performance," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 71(2), pages 551-582, October.
    26. Giovanni Marin & Marianna Marino & Claudia Pellegrin, 2018. "The impact of the European Union Emission Trading Scheme on Multiple Measures of Economic Performance," Post-Print hal-01768870, HAL.
    27. Daron Acemoglu, 1998. "Why Do New Technologies Complement Skills? Directed Technical Change and Wage Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(4), pages 1055-1089.
    28. Anders Fredriksson & Gustavo Magalhães de Oliveira, 2019. "Impact evaluation using Difference-in-Differences," RAUSP Management Journal, Emerald Group Publishing Limited, vol. 54(4), pages 519-532, October.
    29. Xu, Le & Fan, Meiting & Yang, Lili & Shao, Shuai, 2021. "Heterogeneous green innovations and carbon emission performance: Evidence at China's city level," Energy Economics, Elsevier, vol. 99(C).
    30. Meyer, Bruce D, 1995. "Natural and Quasi-experiments in Economics," Journal of Business & Economic Statistics, American Statistical Association, vol. 13(2), pages 151-161, April.
    31. Li, Changsheng & Qi, Yaping & Liu, Shaohui & Wang, Xu, 2022. "Do carbon ETS pilots improve cities' green total factor productivity? Evidence from a quasi-natural experiment in China," Energy Economics, Elsevier, vol. 108(C).
    32. Zhu, Bangzhu & Zhang, Mengfan & Huang, Liqing & Wang, Ping & Su, Bin & Wei, Yi-Ming, 2020. "Exploring the effect of carbon trading mechanism on China's green development efficiency: A novel integrated approach," Energy Economics, Elsevier, vol. 85(C).
    33. Chen, Zhe & Song, Pei & Wang, Baolu, 2021. "Carbon emissions trading scheme, energy efficiency and rebound effect – Evidence from China's provincial data," Energy Policy, Elsevier, vol. 157(C).
    34. Sascha O. Becker & Luigi Pascali, 2019. "Religion, Division of Labor, and Conflict: Anti-semitism in Germany over 600 Years," American Economic Review, American Economic Association, vol. 109(5), pages 1764-1804, May.
    35. Chen, Xing & Lin, Boqiang, 2021. "Towards carbon neutrality by implementing carbon emissions trading scheme: Policy evaluation in China," Energy Policy, Elsevier, vol. 157(C).
    36. Miriam Bruhn & Inessa Love, 2014. "The Real Impact of Improved Access to Finance: Evidence from Mexico," Journal of Finance, American Finance Association, vol. 69(3), pages 1347-1376, June.
    37. Albrizio, Silvia & Kozluk, Tomasz & Zipperer, Vera, 2017. "Environmental policies and productivity growth: Evidence across industries and firms," Journal of Environmental Economics and Management, Elsevier, vol. 81(C), pages 209-226.
    38. Proskuryakova, L. & Kovalev, A., 2015. "Measuring energy efficiency: Is energy intensity a good evidence base?," Applied Energy, Elsevier, vol. 138(C), pages 450-459.
    39. Tone, Kaoru, 2002. "A slacks-based measure of super-efficiency in data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 143(1), pages 32-41, November.
    40. Guido W. Imbens & Jeffrey M. Wooldridge, 2009. "Recent Developments in the Econometrics of Program Evaluation," Journal of Economic Literature, American Economic Association, vol. 47(1), pages 5-86, March.
    41. Kunapatarawong, Rasi & Martínez-Ros, Ester, 2016. "Towards green growth: How does green innovation affect employment?," Research Policy, Elsevier, vol. 45(6), pages 1218-1232.
    42. Caparrós, Alejandro & Péreau, Jean-Christophe & Tazdaït, Tarik, 2013. "Emission trading and international competition: The impact of labor market rigidity on technology adoption and output," Energy Policy, Elsevier, vol. 55(C), pages 36-43.
    43. Susheng Wang & Gang Chen & Xue Han, 2021. "An Analysis of the Impact of the Emissions Trading System on the Green Total Factor Productivity Based on the Spatial Difference-in-Differences Approach: The Case of China," IJERPH, MDPI, vol. 18(17), pages 1-18, August.
    44. Du, Kerui & Yu, Ying & Li, Jing, 2020. "Does international trade promote CO2 emission performance? An empirical analysis based on a partially linear functional-coefficient panel data model," Energy Economics, Elsevier, vol. 92(C).
    45. Dechezleprêtre, Antoine & Nachtigall, Daniel & Venmans, Frank, 2023. "The joint impact of the European Union emissions trading system on carbon emissions and economic performance," Journal of Environmental Economics and Management, Elsevier, vol. 118(C).
    46. Mo, Jianlei & Tu, Qiang & Wang, Jianing, 2023. "Carbon pricing and enterprise productivity-The role of price stabilization mechanism," Energy Economics, Elsevier, vol. 120(C).
    47. Jian Song & Yijing Wang & Jing Wang, 2022. "The Impact of SO 2 Emissions Trading Scheme on Firm’s Environmental Performance: A Channel from Robot Application," IJERPH, MDPI, vol. 19(24), pages 1-31, December.
    48. Tone, Kaoru, 2001. "A slacks-based measure of efficiency in data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 130(3), pages 498-509, May.
    49. Xuemei Xie & Qiwei Zhu & Ruoyi Wang, 2019. "Turning green subsidies into sustainability: How green process innovation improves firms' green image," Business Strategy and the Environment, Wiley Blackwell, vol. 28(7), pages 1416-1433, November.
    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. Huang, Xuhui & Zhou, Tao & Zhang, Ning, 2025. "How does the carbon market influence the marginal abatement cost? Evidence from China's coal-fired power plants," Applied Energy, Elsevier, vol. 378(PA).
    2. Sheng Xu & Wenran Pan & Demei Wen, 2023. "Do Carbon Emission Trading Schemes Promote the Green Transition of Enterprises? Evidence from China," Sustainability, MDPI, vol. 15(8), pages 1-28, April.
    3. Wu, Shu & Hu, Fangfang & Zhang, Zhijian, 2024. "Visible hand or invisible hand in climate governance? Evidence from China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 204(C).
    4. Zhou, Anhua & Xin, Ling & Li, Jun, 2022. "Assessing the impact of the carbon market on the improvement of China's energy and carbon emission performance," Energy, Elsevier, vol. 258(C).
    5. Chen, Xing & Hou, Yu & He, Jiaxin & Shang, Hua, 2025. "Unified efficiency under market-based climate policy: A regression control analysis of China’s carbon trading scheme in the metallurgical sector," Energy, Elsevier, vol. 340(C).
    6. Li, Bo & Han, Yukai & Wang, Chensheng & Sun, Wei, 2022. "Did civilized city policy improve energy efficiency of resource-based cities? Prefecture-level evidence from China," Energy Policy, Elsevier, vol. 167(C).
    7. Ruirui Fang & Yue Ma & Lianyong Feng, 2025. "A Comprehensive Evaluation of the Impact of China’s Carbon Market on Carbon Emission Efficiency from the Total-Factor Perspective," Sustainability, MDPI, vol. 17(11), pages 1-16, June.
    8. Hu, Yucai & Li, Ranran & Du, Lei & Ren, Shenggang & Chevallier, Julien, 2022. "Could SO2 and CO2 emissions trading schemes achieve co-benefits of emissions reduction?," Energy Policy, Elsevier, vol. 170(C).
    9. Wu, Jianxian & Nie, Xin & Wang, Han, 2023. "Curse to blessing: The carbon emissions trading system and resource-based cities' carbon mitigation," Energy Policy, Elsevier, vol. 183(C).
    10. Shanglei Chai & Ruixuan Sun & Ke Zhang & Yueting Ding & Wei Wei, 2022. "Is Emissions Trading Scheme (ETS) an Effective Market-Incentivized Environmental Regulation Policy? Evidence from China’s Eight ETS Pilots," IJERPH, MDPI, vol. 19(6), pages 1-18, March.
    11. Claudia Nardone & Rosanna Pittiglio & Filippo Reganati, 2025. "Italian firms’ trading behavior in the European carbon market," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 42(1), pages 297-337, April.
    12. Massimo Bordignon & Duccio Gamannossi degl’Innocenti, 2023. "Third Time’s a Charm? Assessing the Impact of the Third Phase of the EU ETS on CO 2 Emissions and Performance," Sustainability, MDPI, vol. 15(8), pages 1-21, April.
    13. Sun, Chuanwang & Tie, Ying & Yu, Lili, 2024. "How to achieve both environmental protection and firm performance improvement: Based on China's carbon emissions trading (CET) policy," Energy Economics, Elsevier, vol. 130(C).
    14. Zhang, Shengling & Wang, Yao & Hao, Yu & Liu, Zhiwei, 2021. "Shooting two hawks with one arrow: Could China's emission trading scheme promote green development efficiency and regional carbon equality?," Energy Economics, Elsevier, vol. 101(C).
    15. Pengpei Liu & Xuelei Yang & Xingrong Liu, 2025. "Assessing the mental health implications of carbon trading policies: evidence from urban China," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-13, December.
    16. Wu, Rongxin & Tan, Zhizhou & Lin, Boqiang, 2023. "Does carbon emission trading scheme really improve the CO2 emission efficiency? Evidence from China's iron and steel industry," Energy, Elsevier, vol. 277(C).
    17. Yongyi Cheng & Tianyuan Shao & Huilin Lai & Manhong Shen & Yi Li, 2019. "Total-Factor Eco-Efficiency and Its Influencing Factors in the Yangtze River Delta Urban Agglomeration, China," IJERPH, MDPI, vol. 16(20), pages 1-14, October.
    18. Guo, Ran & Yuan, Yijun, 2020. "Different types of environmental regulations and heterogeneous influence on energy efficiency in the industrial sector: Evidence from Chinese provincial data," Energy Policy, Elsevier, vol. 145(C).
    19. Zhang, Pengcheng & Qi, Jiayin, 2025. "Carbon emission regulation and corporate financing constraints: A quasi-natural experiment based on China’s carbon emissions trading mechanism," Journal of Contemporary Accounting and Economics, Elsevier, vol. 21(1).
    20. Feng Dong & Chang Qin & Xiaoyun Zhang & Xu Zhao & Yuling Pan & Yujin Gao & Jiao Zhu & Yangfan Li, 2021. "Towards Carbon Neutrality: The Impact of Renewable Energy Development on Carbon Emission Efficiency," IJERPH, MDPI, vol. 18(24), pages 1-23, 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:sae:engenv:v:36:y:2025:i:1:p:391-424. 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: SAGE Publications (email available below). General contact details of provider: .

    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.