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Resource Allocation Effect of Green Credit Policy: Based on DID Model

Author

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  • Guangyou Zhou

    (School of Economics, Fudan University, Shanghai 200433, China)

  • Chen Liu

    (School of Economics, Fudan University, Shanghai 200433, China)

  • Sumei Luo

    (School of Finance, Shanghai University of Finance and Economics, Shanghai 200433, China)

Abstract

From the perspective of the policy impact effect, this paper takes green enterprises as the treatment group and polluters as the control group. Firstly, the double difference method (DID) was adopted to study the effect of green credit policy on enterprises from two aspects, namely the amount of loans obtained by enterprises and the financing cost. The study found that in terms of loan volume, the launch of “Green Credit Guidelines” enabled green enterprises to obtain more credit resources than polluters. In terms of financing cost, green credit policy means green enterprises obtain lower financing cost than polluters. The triple difference method is further used to test the impact of green Credit Guidelines on the access to credit resources and financing costs of enterprises. The results show that for enterprises with different property rights, the effect of green credit policy on non-state-owned enterprises is more significant than that of state-owned enterprises. For enterprises in different regions, the policy effect of green credit policy on enterprises in regions with relatively backward economic development levels is more significant than that of enterprises in regions with relatively developed economic development level. From the empirical results, the policy basically realized the original intention of directing credit resources to green enterprises and realized the Pareto improvement of financial resource allocation.

Suggested Citation

  • 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.
  • Handle: RePEc:gam:jmathe:v:9:y:2021:i:2:p:159-:d:479987
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    1. Chen, Naiwei & Huang, Hsiu-Hsi & Lin, Chia-He, 2018. "Equator principles and bank liquidity," International Review of Economics & Finance, Elsevier, vol. 55(C), pages 185-202.
    2. 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.
    3. He, Lingyun & Liu, Rongyan & Zhong, Zhangqi & Wang, Deqing & Xia, Yufei, 2019. "Can green financial development promote renewable energy investment efficiency? A consideration of bank credit," Renewable Energy, Elsevier, vol. 143(C), pages 974-984.
    4. Michael Faulkender & Mitchell A. Petersen, 2006. "Does the Source of Capital Affect Capital Structure?," The Review of Financial Studies, Society for Financial Studies, vol. 19(1), pages 45-79.
    5. Susan Athey & Guido W. Imbens, 2006. "Identification and Inference in Nonlinear Difference-in-Differences Models," Econometrica, Econometric Society, vol. 74(2), pages 431-497, March.
    6. Brandt, Loren & Li, Hongbin, 2003. "Bank discrimination in transition economies: ideology, information, or incentives?," Journal of Comparative Economics, Elsevier, vol. 31(3), pages 387-413, September.
    7. Volz, Ulrich, 2018. "Fostering Green Finance for Sustainable Development in Asia," ADBI Working Papers 814, Asian Development Bank Institute.
    8. Meyer, Bruce D, 1995. "Natural and Quasi-experiments in Economics," Journal of Business & Economic Statistics, American Statistical Association, vol. 13(2), pages 151-161, April.
    9. Stephen Brammer & Chris Brooks & Stephen Pavelin, 2006. "Corporate Social Performance and Stock Returns: UK Evidence from Disaggregate Measures," Financial Management, Financial Management Association International, vol. 35(3), pages 97-116, September.
    10. Scholtens, Bert & Dam, Lammertjan, 2007. "Banking on the Equator. Are Banks that Adopted the Equator Principles Different from Non-Adopters?," World Development, Elsevier, vol. 35(8), pages 1307-1328, August.
    11. Lemmon, Michael & Roberts, Michael R., 2010. "The Response of Corporate Financing and Investment to Changes in the Supply of Credit," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 45(3), pages 555-587, June.
    12. Yingyuan Guo & Xingneng Xia & Sheng Zhang & Danping Zhang, 2018. "Environmental Regulation, Government R&D Funding and Green Technology Innovation: Evidence from China Provincial Data," Sustainability, MDPI, vol. 10(4), pages 1-21, March.
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    Cited by:

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    2. Guo, Yunxia & Yu, Mengyao & Xu, Mingchen & Tang, Ying & Huang, Jingran & Liu, Jia & Hao, Yu, 2023. "Productivity gains from green finance: A holistic and regional examination from China," Energy Economics, Elsevier, vol. 127(PA).
    3. 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.
    4. Zhou, Guangyou & Zhu, Jieyu & Luo, Sumei, 2022. "The impact of fintech innovation on green growth in China: Mediating effect of green finance," Ecological Economics, Elsevier, vol. 193(C).
    5. Ouyang, Haiqin & Guan, Chao & Yu, Bo, 2023. "Green finance, natural resources, and economic growth: Theory analysis and empirical research," Resources Policy, Elsevier, vol. 83(C).
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    9. Pei Xu & Penghao Ye & Atif Jahanger & Siwei Huang & Fan Zhao, 2023. "Can green credit policy reduce corporate carbon emission intensity: Evidence from China's listed firms," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 30(5), pages 2623-2638, September.
    10. Shaolong Zeng & Qinyi Fu & Fazli Haleem & Yang Shen & Jiedong Zhang, 2023. "Carbon-Reduction, Green Finance, and High-Quality Economic Development: A Case of China," Sustainability, MDPI, vol. 15(18), pages 1-22, September.
    11. Xiaowei Ding & Ruxu Jing & Kaikun Wu & Maria V. Petrovskaya & Zhikun Li & Alina Steblyanskaya & Lyu Ye & Xiaotong Wang & Vasiliy M. Makarov, 2022. "The Impact Mechanism of Green Credit Policy on the Sustainability Performance of Heavily Polluting Enterprises—Based on the Perspectives of Technological Innovation Level and Credit Resource Allocatio," IJERPH, MDPI, vol. 19(21), pages 1-26, November.
    12. Min Zhao & Peipei Chu, 2022. "Does the Inclusive Financial Policy Innovation Promote Rural Revitalization—A Synthetic Control Test of a National Pilot Zone for Inclusive Financial Reform," Sustainability, MDPI, vol. 14(23), pages 1-21, November.
    13. Jie Jiao & Jiyuan Zhang & Jie Yang & Wenwen Zhang & Fengtao Guang & Liying Liu, 2023. "The Study of Carbon Neutralization Effects with Green Credit: Evidence from a Panel Data Analysis for Interprovinces in China," Sustainability, MDPI, vol. 15(17), pages 1-20, September.
    14. Zuo, Zhenting & Cao, Rui & Teymurova, Vusala, 2024. "Unlocking natural resource potential: A balanced strategies for a fair and sustainable economic recovery," Resources Policy, Elsevier, vol. 89(C).
    15. Zhao, Guomeng & Xin, Zijun & Wang, Yifeng, 2024. "Effect of the sci-tech finance pilot policy on corporate environmental information disclosure—moderating role of green credit," Finance Research Letters, Elsevier, vol. 62(PB).

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