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The Impact of the Green Credit Policy on the Short-Term and Long-Term Debt Financing of Heavily Polluting Enterprises: Based on PSM-DID Method

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  • Yan Yang

    (School of Economics and Management, Shanghai Ocean University, Shanghai 201306, China)

  • Yingli Zhang

    (School of Economics and Management, Shanghai Ocean University, Shanghai 201306, China)

Abstract

“Green economy and sustainable development” has become the focus of contemporary world economic development. As an important part of green financial instruments, green credit has become a hot topic. This paper investigates whether the Green Credit Policy has had any impact. Does it have a binding effect on the debt financing of heavily polluting enterprises? Using the Green Credit Guidelines as the starting point for the implementation of the Green Credit Policy, this paper takes Chinese A-share listed enterprises from 2004 to 2020 as the research sample, and applies the propensity score matching combined with difference-in-difference (PSM-DID) method to analyze the impact of green credit policies on the long- and short-term financing scale of heavily polluting enterprises. The study found that the implementation of the Green Credit Policy significantly suppressed the long-term financing of heavily polluting enterprises, but allowed for the expansion of short-term financing for heavily polluting enterprises. Compared with the state-owned enterprises, the Green Credit Policy has a more significant impact on non-state-owned enterprises in terms of suppressing long-term financing and increasing short-term financing, suggesting that the Green Credit Policy is affected by the “credit discrimination” of non-state-owned enterprises. Therefore, the Green Credit Policy still needs to be improved. This study provides empirical evidence of the effectiveness of green credit policies in China, and offers suggestions for further green credit policies in the future.

Suggested Citation

  • Yan Yang & Yingli Zhang, 2022. "The Impact of the Green Credit Policy on the Short-Term and Long-Term Debt Financing of Heavily Polluting Enterprises: Based on PSM-DID Method," IJERPH, MDPI, vol. 19(18), pages 1-18, September.
    • Handle: RePEc:gam:jijerp:v:19:y:2022:i:18:p:11287-:d:909826
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    1. Zhang, Shengling & Wu, Zihao & He, Yinan & Hao, Yu, 2022. "How does the green credit policy affect the technological innovation of enterprises? Evidence from China," Energy Economics, Elsevier, vol. 113(C).
    2. Jensen, Michael C, 1986. "Agency Costs of Free Cash Flow, Corporate Finance, and Takeovers," American Economic Review, American Economic Association, vol. 76(2), pages 323-329, May.
    3. Cai Chen & Yingli Zhang & Yun Bai & Wenrui Li, 2021. "The impact of green credit on economic growth—The mediating effect of environment on labor supply," PLOS ONE, Public Library of Science, vol. 16(9), pages 1-21, September.
    4. Zhu, Bo & Zhao, Yue, 2022. "Carbon risk and the cost of bank loans: Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 180(C).
    5. Rajan, Raghuram G, 1992. "Insiders and Outsiders: The Choice between Informed and Arm's-Length Debt," Journal of Finance, American Finance Association, vol. 47(4), pages 1367-1400, September.
    6. Yi Hu & Jiayu Zheng, 2021. "Is Green Credit a Good Tool to Achieve “Double Carbon” Goal? Based on Coupling Coordination Model and PVAR Model," Sustainability, MDPI, vol. 13(24), pages 1-21, December.
    7. Yanli Wang & Xiaodong Lei & Dongxiao Zhao & Ruyin Long & Meifen Wu, 2021. "The Dual Impacts of Green Credit on Economy and Environment: Evidence from China," Sustainability, MDPI, vol. 13(8), pages 1-13, April.
    8. Li, Shihan & Liu, Qingfu & Lu, Lei & Zheng, Kaixin, 2022. "Green policy and corporate social responsibility: Empirical analysis of the Green Credit Guidelines in China," Journal of Asian Economics, Elsevier, vol. 82(C).
    9. 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.
    10. Enxian Wang & Xinghe Liu & Jiapeng Wu & Danting Cai, 2019. "Green Credit, Debt Maturity, and Corporate Investment—Evidence from China," Sustainability, MDPI, vol. 11(3), pages 1-19, January.
    11. Chenrui Lu & Bing Wang & Tinggui Chen & Jianjun Yang, 2022. "A Document Analysis of Peak Carbon Emissions and Carbon Neutrality Policies Based on a PMC Index Model in China," IJERPH, MDPI, vol. 19(15), pages 1-16, July.
    12. Quan Guo & Min Zhou & Nana Liu & Yaoyu Wang, 2019. "Spatial Effects of Environmental Regulation and Green Credits on Green Technology Innovation under Low-Carbon Economy Background Conditions," IJERPH, MDPI, vol. 16(17), pages 1-16, August.
    13. Min Hong & Zhenghui Li & Benjamin Drakeford, 2021. "Do the Green Credit Guidelines Affect Corporate Green Technology Innovation? Empirical Research from China," IJERPH, MDPI, vol. 18(4), pages 1-21, February.
    14. Douglas W. Diamond, 1991. "Debt Maturity Structure and Liquidity Risk," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(3), pages 709-737.
    15. 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.
    16. Zhifeng Zhang & Hongyan Duan & Shuangshuang Shan & Qingzhi Liu & Wenhui Geng, 2022. "The Impact of Green Credit on the Green Innovation Level of Heavy-Polluting Enterprises—Evidence from China," IJERPH, MDPI, vol. 19(2), pages 1-19, January.
    17. Yue Li & Ting Ding & Wenzhong Zhu, 2022. "Can Green Credit Contribute to Sustainable Economic Growth? An Empirical Study from China," Sustainability, MDPI, vol. 14(11), pages 1-23, May.
    18. Jalilvand, Abolhassan & Harris, Robert S, 1984. "Corporate Behavior in Adjusting to Capital Structure and Dividend Targets: An Econometric Study," Journal of Finance, American Finance Association, vol. 39(1), pages 127-145, March.
    19. 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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