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Did carbon trade improve green production performance? Evidence from China

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  • Yang, Lisha
  • Li, Yutianhao
  • Liu, Hongxun

Abstract

Carbon-emission Trading Scheme (ETS) in China has been put in force since 2013 in some pilot provinces/cities and the nationwide ETS under construction is expected to operate soon. Experience and lessons in the pilot markets are of great value. One preliminary issue worth an investigation is whether the pilot ETSs worked cost-effectively. To answer that question, we construct a Difference-in-Difference (DiD) model in this paper to test if the pilot ETSs improved green production performance (GPP). Because the GPP is not a statistical index yet, we use a non-radial directional distance function (NDDF) in a non-parametric data envelop analysis (DEA) framework to evaluate the GPP for 10 provinces (4 with pilot ETSs while 6 without an ETS) in eastern China over 2006–2016. We find: (1) GPP in all the provinces increased over time. However, most of the provinces have great potentials to further improve their GPP. (2) The average GPP in the treatment group (with pilot ETSs) was larger than that in the control group (without an ETS). The GPP differences between the two groups increased after the pilot ETSs were implemented. (3) The pilot ETSs significantly improved the GPP by approximately 10%. (4) The GPP in the treatment group has been improved since the pilot ETS policy was released in late 2011 rather than the pilot ETSs were put in force starting from 2013. (5) Due to the low carbon prices in the pilot markets, the impact of the pilot ETSs on the GPP decreased after 2013.

Suggested Citation

  • Yang, Lisha & Li, Yutianhao & Liu, Hongxun, 2021. "Did carbon trade improve green production performance? Evidence from China," Energy Economics, Elsevier, vol. 96(C).
    • Handle: RePEc:eee:eneeco:v:96:y:2021:i:c:s0140988321000906
    DOI: 10.1016/j.eneco.2021.105185
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    References listed on IDEAS

    as
    1. MacKenzie, Ian A. & Hanley, Nick & Kornienko, Tatiana, 2009. "Using contests to allocate pollution rights," Energy Policy, Elsevier, vol. 37(7), pages 2798-2806, July.
    2. Cantore, Nicola & Padilla, Emilio, 2010. "Equality and CO2 emissions distribution in climate change integrated assessment modelling," Energy, Elsevier, vol. 35(1), pages 298-313.
    3. Endre Tvinnereim, 2014. "The bears are right: Why cap-and-trade yields greater emission reductions than expected, and what that means for climate policy," Climatic Change, Springer, vol. 127(3), pages 447-461, December.
    4. Färe, Rolf & Grosskopf, Shawna, 2010. "Directional distance functions and slacks-based measures of efficiency: Some clarifications," European Journal of Operational Research, Elsevier, vol. 206(3), pages 702-702, November.
    5. Löschel, Andreas & Lutz, Benjamin Johannes & Managi, Shunsuke, 2019. "The impacts of the EU ETS on efficiency and economic performance – An empirical analyses for German manufacturing firms," Resource and Energy Economics, Elsevier, vol. 56(C), pages 71-95.
    6. 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.
    7. Sheila M. Olmstead & Robert N. Stavins, 2006. "An International Policy Architecture for the Post-Kyoto Era," American Economic Review, American Economic Association, vol. 96(2), pages 35-38, May.
    8. Wang, Peng & Dai, Han-cheng & Ren, Song-yan & Zhao, Dai-qing & Masui, Toshihiko, 2015. "Achieving Copenhagen target through carbon emission trading: Economic impacts assessment in Guangdong Province of China," Energy, Elsevier, vol. 79(C), pages 212-227.
    9. 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.
    10. Hongxun Liu & Zhi Li, 2017. "Carbon Cap-and-Trade in China: A Comprehensive Framework," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 53(5), pages 1152-1169, May.
    11. Yu, Shiwei & Wei, Yi-Ming & Wang, Ke, 2014. "Provincial allocation of carbon emission reduction targets in China: An approach based on improved fuzzy cluster and Shapley value decomposition," Energy Policy, Elsevier, vol. 66(C), pages 630-644.
    12. Chen, Yao & Du, Juan & Huo, Jiazhen, 2013. "Super-efficiency based on a modified directional distance function," Omega, Elsevier, vol. 41(3), pages 621-625.
    13. Robert N. Stavins, 2008. "Addressing climate change with a comprehensive US cap-and-trade system," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 24(2), pages 298-321, Summer.
    14. Schmidt, Robert C. & Heitzig, Jobst, 2014. "Carbon leakage: Grandfathering as an incentive device to avert firm relocation," Journal of Environmental Economics and Management, Elsevier, vol. 67(2), pages 209-223.
    15. R. H. Coase, 2013. "The Problem of Social Cost," Journal of Law and Economics, University of Chicago Press, vol. 56(4), pages 837-877.
    16. repec:reg:rpubli:353 is not listed on IDEAS
    17. Zhang, Junjie & Wang, Can, 2011. "Co-benefits and additionality of the clean development mechanism: An empirical analysis," Journal of Environmental Economics and Management, Elsevier, vol. 62(2), pages 140-154, September.
    18. Li, Jianglong & Yang, Lisha & Long, Houyin, 2018. "Climatic impacts on energy consumption: Intensive and extensive margins," Energy Economics, Elsevier, vol. 71(C), pages 332-343.
    19. Bai, Caiquan & Du, Kerui & Yu, Ying & Feng, Chen, 2019. "Understanding the trend of total factor carbon productivity in the world: Insights from convergence analysis," Energy Economics, Elsevier, vol. 81(C), pages 698-708.
    20. Jonas Meckling & Thomas Sterner & Gernot Wagner, 2017. "Policy sequencing toward decarbonization," Nature Energy, Nature, vol. 2(12), pages 918-922, December.
    21. 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.
    22. 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.
    23. Harald Winkler & Randall Spalding-Fecher & Lwazikazi Tyani, 2002. "Comparing developing countries under potential carbon allocation schemes," Climate Policy, Taylor & Francis Journals, vol. 2(4), pages 303-318, December.
    24. Joseph E. Aldy, 2015. "Pricing climate risk mitigation," Nature Climate Change, Nature, vol. 5(5), pages 396-398, May.
    25. 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).
    26. Olmstead, Sheila & Stavins, Robert, 2006. "An International Architecture for the Post-Kyoto Era," Working Paper Series rwp06-009, Harvard University, John F. Kennedy School of Government.
    27. Naegele, Helene & Zaklan, Aleksandar, 2019. "Does the EU ETS cause carbon leakage in European manufacturing?," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 93, pages 125-147.
    28. Jin Zhu & Dequn Zhou & Zhengning Pu & Huaping Sun, 2019. "A Study of Regional Power Generation Efficiency in China: Based on a Non-Radial Directional Distance Function Model," Sustainability, MDPI, vol. 11(3), pages 1-18, January.
    29. Nordhaus, William D & Yang, Zili, 1996. "A Regional Dynamic General-Equilibrium Model of Alternative Climate-Change Strategies," American Economic Review, American Economic Association, vol. 86(4), pages 741-765, September.
    30. Zhou, P. & Sun, Z.R. & Zhou, D.Q., 2014. "Optimal path for controlling CO2 emissions in China: A perspective of efficiency analysis," Energy Economics, Elsevier, vol. 45(C), pages 99-110.
    31. Lin, Boqiang & Jia, Zhijie, 2019. "What will China's carbon emission trading market affect with only electricity sector involvement? A CGE based study," Energy Economics, Elsevier, vol. 78(C), pages 301-311.
    32. Färe, Rolf & Grosskopf, Shawna & Pasurka, Carl A., 2007. "Environmental production functions and environmental directional distance functions," Energy, Elsevier, vol. 32(7), pages 1055-1066.
    33. Brink, Corjan & Vollebergh, Herman R.J. & van der Werf, Edwin, 2016. "Carbon pricing in the EU: Evaluation of different EU ETS reform options," Energy Policy, Elsevier, vol. 97(C), pages 603-617.
    34. Du, Kerui & Li, Jianglong, 2019. "Towards a green world: How do green technology innovations affect total-factor carbon productivity," Energy Policy, Elsevier, vol. 131(C), pages 240-250.
    35. Mo, Jian-Lei & Agnolucci, Paolo & Jiang, Mao-Rong & Fan, Ying, 2016. "The impact of Chinese carbon emission trading scheme (ETS) on low carbon energy (LCE) investment," Energy Policy, Elsevier, vol. 89(C), pages 271-283.
    36. Yan, Yaxue & Zhang, Xiaoling & Zhang, Jihong & Li, Kai, 2020. "Emissions trading system (ETS) implementation and its collaborative governance effects on air pollution: The China story," Energy Policy, Elsevier, vol. 138(C).
    37. Kellogg, Ryan & Wolff, Hendrik, 2008. "Daylight time and energy: Evidence from an Australian experiment," Journal of Environmental Economics and Management, Elsevier, vol. 56(3), pages 207-220, November.
    38. Bel, Germà & Joseph, Stephan, 2018. "Policy stringency under the European Union Emission trading system and its impact on technological change in the energy sector," Energy Policy, Elsevier, vol. 117(C), pages 434-444.
    39. Zhou, P. & Zhang, L. & Zhou, D.Q. & Xia, W.J., 2013. "Modeling economic performance of interprovincial CO2 emission reduction quota trading in China," Applied Energy, Elsevier, vol. 112(C), pages 1518-1528.
    40. Yang, Zhenbing & Fan, Meiting & Shao, Shuai & Yang, Lili, 2017. "Does carbon intensity constraint policy improve industrial green production performance in China? A quasi-DID analysis," Energy Economics, Elsevier, vol. 68(C), pages 271-282.
    41. Ricardo Carvalho de Andrade Lima & Raul da Mota Silveira Neto, 2018. "Secession of municipalities and economies of scale: Evidence from Brazil," Journal of Regional Science, Wiley Blackwell, vol. 58(1), pages 159-180, January.
    42. Wang, H. & Zhou, P. & Zhou, D.Q., 2013. "Scenario-based energy efficiency and productivity in China: A non-radial directional distance function analysis," Energy Economics, Elsevier, vol. 40(C), pages 795-803.
    43. Färe, Rolf & Grosskopf, Shawna, 2010. "Directional distance functions and slacks-based measures of efficiency," European Journal of Operational Research, Elsevier, vol. 200(1), pages 320-322, January.
    44. Li, Ke & Yuan, Weihong & Li, Jianglong & Ai, Hongshan, 2021. "Effects of time-dependent environmental regulations on air pollution: Evidence from the Changsha-Zhuzhou-Xiangtan region, China," World Development, Elsevier, vol. 138(C).
    45. Lin, Boqiang & Jia, Zhijie, 2017. "The impact of Emission Trading Scheme (ETS) and the choice of coverage industry in ETS: A case study in China," Applied Energy, Elsevier, vol. 205(C), pages 1512-1527.
    46. Aldy, Joseph Edgar, 2015. "Pricing Climate Risk Mitigation," Scholarly Articles 21150339, Harvard Kennedy School of Government.
    47. Easwaran Narassimhan & Kelly S. Gallagher & Stefan Koester & Julio Rivera Alejo, 2018. "Carbon pricing in practice: a review of existing emissions trading systems," Climate Policy, Taylor & Francis Journals, vol. 18(8), pages 967-991, September.
    48. Richard Schmalensee & Robert N Stavins, 2017. "The design of environmental markets: What have we learned from experience with cap and trade?," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 33(4), pages 572-588.
    49. Nicholas Stern, 2008. "The Economics of Climate Change," American Economic Review, American Economic Association, vol. 98(2), pages 1-37, May.
    50. Liu, Hongxun & Li, Jianglong & Long, Houyin & Li, Zhi & Le, Canyu, 2018. "Promoting energy and environmental efficiency within a positive feedback loop: Insights from global value chain," Energy Policy, Elsevier, vol. 121(C), pages 175-184.
    51. Wei, Yi-Ming & Wang, Lu & Liao, Hua & Wang, Ke & Murty, Tad & Yan, Jinyue, 2014. "Responsibility accounting in carbon allocation: A global perspective," Applied Energy, Elsevier, vol. 130(C), pages 122-133.
    52. Heleen Groenenberg & Kornelis Blok, 2002. "Benchmark-based emission allocation in a cap-and-trade system," Climate Policy, Taylor & Francis Journals, vol. 2(1), pages 105-109, March.
    53. Du, Kerui & Li, Pengzhen & Yan, Zheming, 2019. "Do green technology innovations contribute to carbon dioxide emission reduction? Empirical evidence from patent data," Technological Forecasting and Social Change, Elsevier, vol. 146(C), pages 297-303.
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