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How does carbon emission price stimulate enterprises' total factor productivity? Insights from China's emission trading scheme pilots

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  • Wu, Qingyang
  • Wang, Yanying

Abstract

Carbon emission price of Emissions Trading Scheme (ETS) reflects firms' marginal cost of emission, while no previous literature discusses whether it is consistent with the Porter hypothesis or not. Based on a rounded and unique fir-level longitudinal dataset with the information of total factor productivity (TFP) and the economic variables from 2009 to 2019, this paper employs the time-varying difference-in-differences (TDID) model and conducts a post-evaluation of the carbon emission price of ETS pilots on firms' TFP for the first time. The results show that there exists a persistent and significant positive causal relationship between the carbon emission price and firms' TFP. According to a rough estimate, the Chinese firms' TFP should increase by approximately 22.73% if it reaches the same carbon emission price as EU ETS. Our empirical results have passed the placebo test as well as the common trend test, and is mainly consistent with the PSM-DID approach, which can further eliminate the possible selection bias. Furthermore, the influence of the carbon emission price is more evident among the state-owned firms located in the eastern China. While the spillover effect is not significant, which means the price effect is merely effective on target industries. Most importantly, the mechanism analysis shows that it is an effective way to improve firms' TFP by investing more on R&D patents and funds, as well as promoting the status of R&D executive. Based on our findings, we suggest that: 1) the policymakers should restrict CO2 emission quotas so as to guarantee the carbon emission price with a certain upward trend appropriately; 2) researchers should further explore the ways to activate the market-oriented environmental regulation tools from the perspective of the carbon emission price for better designing a unified carbon ETS market.

Suggested Citation

  • 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).
  • Handle: RePEc:eee:eneeco:v:109:y:2022:i:c:s0140988322001645
    DOI: 10.1016/j.eneco.2022.105990
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    as
    1. Jin, Yana & Liu, Xiaorui & Chen, Xiang & Dai, Hancheng, 2020. "Allowance allocation matters in China's carbon emissions trading system," Energy Economics, Elsevier, vol. 92(C).
    2. David L. McCollum & Wenji Zhou & Christoph Bertram & Harmen-Sytze Boer & Valentina Bosetti & Sebastian Busch & Jacques Després & Laurent Drouet & Johannes Emmerling & Marianne Fay & Oliver Fricko & Sh, 2018. "Author Correction: Energy investment needs for fulfilling the Paris Agreement and achieving the Sustainable Development Goals," Nature Energy, Nature, vol. 3(8), pages 699-699, August.
    3. Zhang, Fan & Deng, Xiangzheng & Phillips, Fred & Fang, Chuanglin & Wang, Chao, 2020. "Impacts of industrial structure and technical progress on carbon emission intensity: Evidence from 281 cities in China," Technological Forecasting and Social Change, Elsevier, vol. 154(C).
    4. Yu, Pei & Cai, Zhengfang & Sun, Yongping, 2021. "Does the emissions trading system in developing countries accelerate carbon leakage through OFDI? Evidence from China," Energy Economics, Elsevier, vol. 101(C).
    5. Michael Nippa & Sanjay Patnaik & Markus Taussig, 2021. "MNE responses to carbon pricing regulations: Theory and evidence," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 52(5), pages 904-929, July.
    6. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    7. Kong, Dongmin & Tao, Yunqing & Wang, Yanan, 2020. "China's anti-corruption campaign and firm productivity: Evidence from a quasi-natural experiment," China Economic Review, Elsevier, vol. 63(C).
    8. Romain Duval & Gee Hee Hong & Yannick Timmer & Philip Strahan, 2020. "Financial Frictions and the Great Productivity Slowdown," The Review of Financial Studies, Society for Financial Studies, vol. 33(2), pages 475-503.
    9. 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).
    10. Wu, Haitao & Hao, Yu & Ren, Siyu, 2020. "How do environmental regulation and environmental decentralization affect green total factor energy efficiency: Evidence from China," Energy Economics, Elsevier, vol. 91(C).
    11. 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).
    12. Daniel A. Ackerberg & Kevin Caves & Garth Frazer, 2015. "Identification Properties of Recent Production Function Estimators," Econometrica, Econometric Society, vol. 83, pages 2411-2451, November.
    13. Petra Moser & Alessandra Voena, 2012. "Compulsory Licensing: Evidence from the Trading with the Enemy Act," American Economic Review, American Economic Association, vol. 102(1), pages 396-427, February.
    14. Hintermayer, Martin, 2020. "A Carbon Price Floor in the Reformed EU ETS: Design Matters!," VfS Annual Conference 2020 (Virtual Conference): Gender Economics 224576, Verein für Socialpolitik / German Economic Association.
    15. 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.
    16. Hintermayer, Martin, 2020. "A carbon price floor in the reformed EU ETS: Design matters!," Energy Policy, Elsevier, vol. 147(C).
    17. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 317-341.
    18. repec:zbw:bofrdp:2011_017 is not listed on IDEAS
    19. Maolin Wang & Huiting Lin & Yehua Huang, 2021. "Structural holes and R&D investment: evidence from top management teams of China’s A-share listed firms," Applied Economics, Taylor & Francis Journals, vol. 53(43), pages 4985-4999, September.
    20. 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.
    21. Chang, Xin & Fu, Kangkang & Low, Angie & Zhang, Wenrui, 2015. "Non-executive employee stock options and corporate innovation," Journal of Financial Economics, Elsevier, vol. 115(1), pages 168-188.
    22. David L. McCollum & Wenji Zhou & Christoph Bertram & Harmen-Sytze Boer & Valentina Bosetti & Sebastian Busch & Jacques Després & Laurent Drouet & Johannes Emmerling & Marianne Fay & Oliver Fricko & Sh, 2018. "Energy investment needs for fulfilling the Paris Agreement and achieving the Sustainable Development Goals," Nature Energy, Nature, vol. 3(7), pages 589-599, July.
    23. 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.
    24. Guo, Shujuan & Zan, Botao & Sun, Yuan & Zhang, Meili, 2020. "Effects of top managers’ military experience on technological innovation in the transition economies of China," Technological Forecasting and Social Change, Elsevier, vol. 153(C).
    25. Chen, Zhongfei & Zhang, Xiao & Chen, Fanglin, 2021. "Do carbon emission trading schemes stimulate green innovation in enterprises? Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 168(C).
    26. Rajeev H. Dehejia & Sadek Wahba, 2002. "Propensity Score-Matching Methods For Nonexperimental Causal Studies," The Review of Economics and Statistics, MIT Press, vol. 84(1), pages 151-161, February.
    27. Junming Zhu & Yichun Fan & Xinghua Deng & Lan Xue, 2019. "Low-carbon innovation induced by emissions trading in China," Nature Communications, Nature, vol. 10(1), pages 1-8, December.
    28. Hao, Yu & Gai, Zhiqiang & Wu, Haitao, 2020. "How do resource misallocation and government corruption affect green total factor energy efficiency? Evidence from China," Energy Policy, Elsevier, vol. 143(C).
    29. Hall, Bronwyn H & Ziedonis, Rosemarie Ham, 2001. "The Patent Paradox Revisited: An Empirical Study of Patenting in the U.S. Semiconductor Industry, 1979-1995," RAND Journal of Economics, The RAND Corporation, vol. 32(1), pages 101-128, Spring.
    30. Sharif, Naubahar & Chandra, Kevin & Mansoor, Athar & Sinha, Kirti Bhasin, 2021. "A comparative analysis of research and development spending and total factor productivity growth in Hong Kong, Shenzhen, Singapore," Structural Change and Economic Dynamics, Elsevier, vol. 57(C), pages 108-120.
    31. Gao, Yuning & Zhang, Meichen & Zheng, Jinghai, 2021. "Accounting and determinants analysis of China's provincial total factor productivity considering carbon emissions," China Economic Review, Elsevier, vol. 65(C).
    32. 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).
    33. Oberndorfer, Ulrich, 2009. "EU Emission Allowances and the stock market: Evidence from the electricity industry," Ecological Economics, Elsevier, vol. 68(4), pages 1116-1126, February.
    34. Yingying Zeng & Stefan E. Weishaar & Hans H. B. Vedder, 2018. "Electricity regulation in the Chinese national emissions trading scheme (ETS): lessons for carbon leakage and linkage with the EU ETS," Climate Policy, Taylor & Francis Journals, vol. 18(10), pages 1246-1259, November.
    35. Larelle Chapple & Peter M. Clarkson & Daniel L. Gold, 2013. "The Cost of Carbon: Capital Market Effects of the Proposed Emission Trading Scheme ( ETS )," Abacus, Accounting Foundation, University of Sydney, vol. 49(1), pages 1-33, March.
    36. Li, Kai & Yan, Yaxue & Zhang, Xiaoling, 2021. "Carbon-abatement policies, investment preferences, and directed technological change: Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 172(C).
    37. Zhang, Yue-Jun & Wang, Wei, 2021. "How does China's carbon emissions trading (CET) policy affect the investment of CET-covered enterprises?," Energy Economics, Elsevier, vol. 98(C).
    38. Hu, Yucai & Ren, Shenggang & Wang, Yangjie & Chen, Xiaohong, 2020. "Can carbon emission trading scheme achieve energy conservation and emission reduction? Evidence from the industrial sector in China," Energy Economics, Elsevier, vol. 85(C).
    39. Zhang, Mingshun & Wang, Mujie & Jin, Wei & Xia-Bauer, Chun, 2018. "Managing energy efficiency of buildings in China: A survey of energy performance contracting (EPC) in building sector," Energy Policy, Elsevier, vol. 114(C), pages 13-21.
    40. Wu, Haitao & Hao, Yu & Ren, Siyu & Yang, Xiaodong & Xie, Guo, 2021. "Does internet development improve green total factor energy efficiency? Evidence from China," Energy Policy, Elsevier, vol. 153(C).
    41. James J. Heckman & Hidehiko Ichimura & Petra Todd, 1998. "Matching As An Econometric Evaluation Estimator," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 65(2), pages 261-294.
    42. Xu, Bing & Sendra-García, Javier & Gao, Yanxia & Chen, Xiaohui, 2020. "Driving total factor productivity: Capital and labor with tax allocation," Technological Forecasting and Social Change, Elsevier, vol. 150(C).
    43. Hintermayer, Martin, 2020. "A Carbon Price Floor in the Reformed EU ETS: Design matters!," EWI Working Papers 2020-3, Energiewirtschaftliches Institut an der Universitaet zu Koeln (EWI).
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