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The Reallocation Effect of Emissions Cap-and-Trade: Evidence from China

Author

Listed:
  • Ohyun Kwon

    (LeBow College of Business, Drexel University)

  • Hao Zhao

    (School of Ecology and Environment, Renmin University of China)

  • Min Qiang Zhao

    (MOE Key Laboratory of Econometrics, Xiamen University)

Abstract

This paper investigates the reallocation effects of emissions cap-and-trade policy, leveraging China’s phased implementation of chemical oxygen demand (COD) regulations as a quasi-experiment. Our theoretical model posits that a pro rata emissions cap is more stringent for more productive firms, resulting in negative reallocation, whereas emissions trading restores efficiency through positive reallocation by reallocating emissions towards more productive firms. Utilizing the spatial and temporal variation in policy implementation, our empirical findings demonstrate that emission intensities of more productive firms, relative to less productive counterparts, declined after adopting the cap policy but subsequently increased with the introduction of cap-and-trade, aligning with our theoretical predictions. We also find that firms operating under a cap-and-trade regime, on average, experienced faster output growth compared to those operating under a cap-only regime, highlighting the role of emissions trading in enhancing production efficiency, even within imperfect markets.

Suggested Citation

  • Ohyun Kwon & Hao Zhao & Min Qiang Zhao, 2025. "The Reallocation Effect of Emissions Cap-and-Trade: Evidence from China," Working Papers 202514, Center for Global Policy Analysis, LeBow College of Business, Drexel University.
  • Handle: RePEc:drx:wpaper:202514
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    References listed on IDEAS

    as
    1. Haichao Fan & Joshua Graff Zivin & Zonglai Kou & Xueyue Liu & Huanhuan Wang, 2025. "Going green in China: Firms' responses to stricter environmental regulations," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 58(1), pages 385-410, February.
    2. 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.
    3. Zhang, Bing & Chen, Xiaolan & Guo, Huanxiu, 2018. "Does central supervision enhance local environmental enforcement? Quasi-experimental evidence from China," Journal of Public Economics, Elsevier, vol. 164(C), pages 70-90.
    4. Martin L. Weitzman, 1974. "Prices vs. Quantities," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 41(4), pages 477-491.
    5. Cai, Xiqian & Lu, Yi & Wu, Mingqin & Yu, Linhui, 2016. "Does environmental regulation drive away inbound foreign direct investment? Evidence from a quasi-natural experiment in China," Journal of Development Economics, Elsevier, vol. 123(C), pages 73-85.
    6. Curtis Carlson & Dallas Burtraw & Maureen Cropper & Karen L. Palmer, 2000. "Sulfur Dioxide Control by Electric Utilities: What Are the Gains from Trade?," Journal of Political Economy, University of Chicago Press, vol. 108(6), pages 1292-1326, December.
    7. Eftichios Sartzetakis, 1997. "Tradeable emission permits regulations in the presence of imperfectly competitive product markets: Welfare implications," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 9(1), pages 65-81, January.
    8. Montgomery, W. David, 1972. "Markets in licenses and efficient pollution control programs," Journal of Economic Theory, Elsevier, vol. 5(3), pages 395-418, December.
    9. Meredith Fowlie & Stephen P. Holland & Erin T. Mansur, 2012. "What Do Emissions Markets Deliver and to Whom? Evidence from Southern California's NOx Trading Program," American Economic Review, American Economic Association, vol. 102(2), pages 965-993, April.
    10. Matthew E. Kahn & Pei Li & Daxuan Zhao, 2015. "Water Pollution Progress at Borders: The Role of Changes in China's Political Promotion Incentives," American Economic Journal: Economic Policy, American Economic Association, vol. 7(4), pages 223-242, November.
    11. Shao, Shuai & Yang, Zhenbing & Xu, Le & Yang, Lili, 2024. "Environmental protection experience of secretaries and effectiveness of environmental governance: Evidence from COD discharge in China," Journal of Economic Behavior & Organization, Elsevier, vol. 220(C), pages 237-253.
    12. Wang, Chunhua & Wu, JunJie & Zhang, Bing, 2018. "Environmental regulation, emissions and productivity: Evidence from Chinese COD-emitting manufacturers," Journal of Environmental Economics and Management, Elsevier, vol. 92(C), pages 54-73.
    13. Goulder, Lawrence H. & Long, Xianling & Lu, Jieyi & Morgenstern, Richard D., 2022. "China's unconventional nationwide CO2 emissions trading system: Cost-effectiveness and distributional impacts," Journal of Environmental Economics and Management, Elsevier, vol. 111(C).
    14. Manasi Deshpande & Yue Li, 2019. "Who Is Screened Out? Application Costs and the Targeting of Disability Programs," American Economic Journal: Economic Policy, American Economic Association, vol. 11(4), pages 213-248, November.
    15. Ashesh Rambachan & Jonathan Roth, 2023. "A More Credible Approach to Parallel Trends," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 90(5), pages 2555-2591.
    16. Daniel A. Ackerberg & Kevin Caves & Garth Frazer, 2015. "Identification Properties of Recent Production Function Estimators," Econometrica, Econometric Society, vol. 83, pages 2411-2451, November.
    17. Shi, Xinzheng & Xu, Zhufeng, 2018. "Environmental regulation and firm exports: Evidence from the eleventh Five-Year Plan in China," Journal of Environmental Economics and Management, Elsevier, vol. 89(C), pages 187-200.
    18. Liu, Mengdi & Shadbegian, Ronald & Zhang, Bing, 2017. "Does environmental regulation affect labor demand in China? Evidence from the textile printing and dyeing industry," Journal of Environmental Economics and Management, Elsevier, vol. 86(C), pages 277-294.
    19. Forslid, Rikard & Okubo, Toshihiro & Ulltveit-Moe, Karen Helene, 2018. "Why are firms that export cleaner? International trade, abatement and environmental emissions," Journal of Environmental Economics and Management, Elsevier, vol. 91(C), pages 166-183.
    20. Kwon, Ohyun & Zhao, Hao & Zhao, Min Qiang, 2023. "Global firms and emissions: Investigating the dual channels of emissions abatement," Journal of Environmental Economics and Management, Elsevier, vol. 118(C).
    21. 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.
    22. Meredith Fowlie & Mar Reguant & Stephen P. Ryan, 2016. "Market-Based Emissions Regulation and Industry Dynamics," Journal of Political Economy, University of Chicago Press, vol. 124(1), pages 249-302.
    23. David A Keiser & Joseph S Shapiro, 2019. "Consequences of the Clean Water Act and the Demand for Water Quality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(1), pages 349-396.
    24. Chen, Zhao & Kahn, Matthew E. & Liu, Yu & Wang, Zhi, 2018. "The consequences of spatially differentiated water pollution regulation in China," Journal of Environmental Economics and Management, Elsevier, vol. 88(C), pages 468-485.
    25. Oates, Wallace E. & Strassmann, Diana L., 1984. "Effluent fees and market structure," Journal of Public Economics, Elsevier, vol. 24(1), pages 29-46, June.
    26. Joseph S. Shapiro & Reed Walker, 2018. "Why Is Pollution from US Manufacturing Declining? The Roles of Environmental Regulation, Productivity, and Trade," American Economic Review, American Economic Association, vol. 108(12), pages 3814-3854, December.
    27. Yoshifumi Konishi & Nori Tarui, 2015. "Emissions Trading, Firm Heterogeneity, and Intra-industry Reallocations in the Long Run," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 2(1), pages 1-42.
    28. Hering, Laura & Poncet, Sandra, 2014. "Environmental policy and exports: Evidence from Chinese cities," Journal of Environmental Economics and Management, Elsevier, vol. 68(2), pages 296-318.
    29. Ann E. Ferris & Ronald J. Shadbegian & Ann Wolverton, 2014. "The Effect of Environmental Regulation on Power Sector Employment: Phase I of the Title IV SO2 Trading Program," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 1(4), pages 521-553.
    30. Brian R. Copeland & M. Scott Taylor, 2004. "Trade, Growth, and the Environment," Journal of Economic Literature, American Economic Association, vol. 42(1), pages 7-71, March.
    31. Coady Wing & Seth M. Freedman & Alex Hollingsworth, 2024. "Stacked Difference-in-Differences," NBER Working Papers 32054, National Bureau of Economic Research, Inc.
    32. R. H. Coase, 2013. "The Problem of Social Cost," Journal of Law and Economics, University of Chicago Press, vol. 56(4), pages 837-877.
    33. Junxiu Sun & Feng Wang & Haitao Yin & Bing Zhang, 2019. "Money Talks: The Environmental Impact of China's Green Credit Policy," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 38(3), pages 653-680, June.
    34. Guojun He & Shaoda Wang & Bing Zhang, 2020. "Watering Down Environmental Regulation in China," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(4), pages 2135-2185.
    35. Ohyun Kwon & Hao Zhao & Min Qiang Zhao, 2024. "Product Level Emission Intensities: Measurement and Application," School of Economics Working Paper Series 2024-4, LeBow College of Business, Drexel University.
    36. Malueg, David A., 1990. "Welfare consequences of emission credit trading programs," Journal of Environmental Economics and Management, Elsevier, vol. 18(1), pages 66-77, January.
    37. Jevan Cherniwchan & Brian R. Copeland & M. Scott Taylor, 2017. "Trade and the Environment: New Methods, Measurements, and Results," Annual Review of Economics, Annual Reviews, vol. 9(1), pages 59-85, September.
    38. Wu, Haoyi & Guo, Huanxiu & Zhang, Bing & Bu, Maoliang, 2017. "Westward movement of new polluting firms in China: Pollution reduction mandates and location choice," Journal of Comparative Economics, Elsevier, vol. 45(1), pages 119-138.
    39. Cao, Jing & Ho, Mun S. & Ma, Rong & Teng, Fei, 2021. "When carbon emission trading meets a regulated industry: Evidence from the electricity sector of China," Journal of Public Economics, Elsevier, vol. 200(C).
    40. Nicholas Z. Muller & Robert Mendelsohn, 2012. "Efficient Pollution Regulation: Getting the Prices Right: Corrigendum (Mortality Rate Update)," American Economic Review, American Economic Association, vol. 102(1), pages 613-616, February.
    41. 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.
    42. 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.
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    JEL classification:

    • L51 - Industrial Organization - - Regulation and Industrial Policy - - - Economics of Regulation
    • Q53 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Air Pollution; Water Pollution; Noise; Hazardous Waste; Solid Waste; Recycling
    • Q58 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Environmental Economics: Government Policy

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