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The impacts of green credit guidelines on total factor productivity of heavy-polluting enterprises: A quasi-natural experiment from China

Author

Listed:
  • Xiaoling Wang

    (University of Science and Technology Beijing)

  • Yiting Han

    (University of Science and Technology Beijing)

  • Baofeng Shi

    (Northwest A&F University)

  • Mohammad Zoynul Abedin

    (Swansea University)

Abstract

Whether tightening environmental regulations would enhance corporate productivity gains is still in question. This paper takes China’s green credit guidelines (GCGs) as a quasi-natural experiment to test the effects of environmental regulations on total factor productivity (TFP) growth of heavy-polluting companies. A Malmquist index based on adjusted epsilon-based measure (EBM) is constructed to estimate corporate TFP. In addition, a propensity score matching-difference in difference (PSM-DID) approach is utilized to evaluate the impacts of such policy on enterprises’ TFP followed by impact mechanism analysis. Empirical tests based on of Chinese listed heavy-polluting enterprises during 2007–2019 demonstrate that: (1) GCGs policy contributes remarkably to productivity gains of the heavy-polluting enterprises; (2) the positive effects of GCGs on TFP of the enterprises are mainly introduced by the improvement of technical innovation and allocation effect; (3) GCGs may restrain the increase of TFP of heavy-polluting enterprises through the financial constraints of bank credit and commercial credit; (4) it is unclear if GCGs contributes to productivity gains through improved management efficiency. Corresponding suggestions for the government, firms, and public are then proposed to facilitate the perfection of green finance policies as well as high-quality development of heavy-polluting firms based on the research findings.

Suggested Citation

  • Xiaoling Wang & Yiting Han & Baofeng Shi & Mohammad Zoynul Abedin, 2025. "The impacts of green credit guidelines on total factor productivity of heavy-polluting enterprises: A quasi-natural experiment from China," Annals of Operations Research, Springer, vol. 347(1), pages 41-68, April.
  • Handle: RePEc:spr:annopr:v:347:y:2025:i:1:d:10.1007_s10479-024-05973-y
    DOI: 10.1007/s10479-024-05973-y
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    as
    1. 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).
    2. Paul Lanoie & Michel Patry & Richard Lajeunesse, 2008. "Environmental regulation and productivity: testing the porter hypothesis," Journal of Productivity Analysis, Springer, vol. 30(2), pages 121-128, October.
    3. Guangyou Zhou & Chen Liu & Sumei Luo, 2021. "Resource Allocation Effect of Green Credit Policy: Based on DID Model," Mathematics, MDPI, vol. 9(2), pages 1-18, January.
    4. Michele Battisti & Filippo Belloc & Massimo Del Gatto, 2020. "Labor Productivity and Firm-Level TFP with Technology-Specific Production Function," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 35, pages 283-300, January.
    5. Sun, Chuanwang & Liu, Xiaohong & Li, Aijun, 2018. "Measuring unified efficiency of Chinese fossil fuel power plants: Intermediate approach combined with group heterogeneity and window analysis," Energy Policy, Elsevier, vol. 123(C), pages 8-18.
    6. Wurgler, Jeffrey, 2000. "Financial markets and the allocation of capital," Journal of Financial Economics, Elsevier, vol. 58(1-2), pages 187-214.
    7. Gray, Wayne B. & Shadbegian, Ronald J., 2003. "Plant vintage, technology, and environmental regulation," Journal of Environmental Economics and Management, Elsevier, vol. 46(3), pages 384-402, November.
    8. Kaoru Tone & Miki Tsutsui, 2010. "An epsilon-based measure of efficiency in DEA revisited -A third pole of technical efficiency," GRIPS Discussion Papers 09-21, National Graduate Institute for Policy Studies.
    9. 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.
    10. Michael Greenstone & John A. List & Chad Syverson, 2011. "The Effects of Environmental Regulation on the Competiveness of U.S. Manufacturing," Working Papers 11-03, Center for Economic Studies, U.S. Census Bureau.
    11. Fiordelisi, Franco & Molyneux, Phil, 2010. "Total factor productivity and shareholder returns in banking," Omega, Elsevier, vol. 38(5), pages 241-253, October.
    12. 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.
    13. Li, Youwei & Liao, Ming & Liu, Yangke, 2023. "How does green credit policy affect polluting firms' dividend policy? The China experience," International Review of Financial Analysis, Elsevier, vol. 88(C).
    14. 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.
    15. Zhang, Shuzhi & Xie, Guangxiong, 2023. "Promoting green investment for renewable energy sources in China: Case study from autoregressive distributed Lagged in error correction approach," Renewable Energy, Elsevier, vol. 214(C), pages 359-368.
    16. Ouyang, Xiaoling & Fang, Xingming & Cao, Yan & Sun, Chuanwang, 2020. "Factors behind CO2 emission reduction in Chinese heavy industries: Do environmental regulations matter?," Energy Policy, Elsevier, vol. 145(C).
    17. Thorsten Beck & Ross Levine & Alexey Levkov, 2010. "Big Bad Banks? The Winners and Losers from Bank Deregulation in the United States," Journal of Finance, American Finance Association, vol. 65(5), pages 1637-1667, October.
    18. Ma, Yechi & Sha, Yezhou & Wang, Zilong & Zhang, Wenjing, 2023. "The effect of the policy mix of green credit and government subsidy on environmental innovation," Energy Economics, Elsevier, vol. 118(C).
    19. Nicholas Bloom & Erik Brynjolfsson & Lucia Foster & Ron Jarmin & Megha Patnaik & Itay Saporta-Eksten & John Van Reenen, 2019. "What Drives Differences in Management Practices?," American Economic Review, American Economic Association, vol. 109(5), pages 1648-1683, May.
    20. James S. Ang & Rebel A. Cole & James Wuh Lin, 2000. "Agency Costs and Ownership Structure," Journal of Finance, American Finance Association, vol. 55(1), pages 81-106, February.
    21. An, Simin & Li, Bo & Song, Dongping & Chen, Xue, 2021. "Green credit financing versus trade credit financing in a supply chain with carbon emission limits," European Journal of Operational Research, Elsevier, vol. 292(1), pages 125-142.
    22. Tone, Kaoru & Tsutsui, Miki, 2010. "An epsilon-based measure of efficiency in DEA - A third pole of technical efficiency," European Journal of Operational Research, Elsevier, vol. 207(3), pages 1554-1563, December.
    23. Atakelty Hailu, 2003. "Nonparametric Productivity Analysis with Undesirable Outputs: Reply," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 85(4), pages 1075-1077.
    24. Huang, Junbing & Cai, Xiaochen & Huang, Shuo & Tian, Sen & Lei, Hongyan, 2019. "Technological factors and total factor productivity in China: Evidence based on a panel threshold model," China Economic Review, Elsevier, vol. 54(C), pages 271-285.
    25. Michele Battisti & Filippo Belloc & Massimo Del Gatto, 2020. "Labor Productivity and Firm-Level TFP with Technology-Specific Production Function," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 35, pages 283-300, January.
    26. 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.
    27. Marianne Bertrand & Esther Duflo & Sendhil Mullainathan, 2004. "How Much Should We Trust Differences-In-Differences Estimates?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(1), pages 249-275.
    28. Chen, Nengcheng & Xu, Lei & Chen, Zeqiang, 2017. "Environmental efficiency analysis of the Yangtze River Economic Zone using super efficiency data envelopment analysis (SEDEA) and tobit models," Energy, Elsevier, vol. 134(C), pages 659-671.
    29. Yao, Shouyu & Pan, Yuying & Sensoy, Ahmet & Uddin, Gazi Salah & Cheng, Feiyang, 2021. "Green credit policy and firm performance: What we learn from China," Energy Economics, Elsevier, vol. 101(C).
    30. Wen, Huwei & Lee, Chien-Chiang & Zhou, Fengxiu, 2021. "Green credit policy, credit allocation efficiency and upgrade of energy-intensive enterprises," Energy Economics, Elsevier, vol. 94(C).
    31. 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.
    32. Halkos, George E. & Aslanidis, Panagiotis – Stavros C., 2023. "Sustainable energy development in an era of geopolitical multi-crisis. Applying productivity indices within institutional framework," Resources Policy, Elsevier, vol. 85(PB).
    33. Zhao, Liange & Wang, Dongmei & Wang, Xueyuan & Zhang, Zhijian, 2023. "Impact of green finance on total factor productivity of heavily polluting enterprises: Evidence from green finance reform and innovation pilot zone," Economic Analysis and Policy, Elsevier, vol. 79(C), pages 765-785.
    34. Wang, Juan & Hu, Mingming & Rodrigues, João F.D., 2018. "The evolution and driving forces of industrial aggregate energy intensity in China: An extended decomposition analysis," Applied Energy, Elsevier, vol. 228(C), pages 2195-2206.
    35. Liu, Xinghe & Wang, Enxian & Cai, Danting, 2019. "Green credit policy, property rights and debt financing: Quasi-natural experimental evidence from China," Finance Research Letters, Elsevier, vol. 29(C), pages 129-135.
    36. Zhang, Kun & Zhang, Zong-Yong & Liang, Qiao-Mei, 2017. "An empirical analysis of the green paradox in China: From the perspective of fiscal decentralization," Energy Policy, Elsevier, vol. 103(C), pages 203-211.
    37. Kong, Gaowen & Wang, Shuai & Wang, Yanan, 2022. "Fostering firm productivity through green finance: Evidence from a quasi-natural experiment in China," Economic Modelling, Elsevier, vol. 115(C).
    38. Li, Yanxi & Yu, Conghui & Shi, Jinyan & Liu, Yuanyuan, 2023. "How does green bond issuance affect total factor productivity? Evidence from Chinese listed enterprises," Energy Economics, Elsevier, vol. 123(C).
    39. Hsu, Po-Hsuan & Tian, Xuan & Xu, Yan, 2014. "Financial development and innovation: Cross-country evidence," Journal of Financial Economics, Elsevier, vol. 112(1), pages 116-135.
    40. Hu, Guoqiang & Wang, Xiaoqi & Wang, Yu, 2021. "Can the green credit policy stimulate green innovation in heavily polluting enterprises? Evidence from a quasi-natural experiment in China," Energy Economics, Elsevier, vol. 98(C).
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