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Carbon risk and the cost of bank loans: Evidence from China

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  • Zhu, Bo
  • Zhao, Yue

Abstract

This study examines whether and how carbon risk affects the cost of bank loans using Chinese listed industrial firms from 2009 to 2019. We find a significantly positive relationship between carbon risk and the cost of bank loans. Considering the introduction of the China Green Credit Guidelines in 2012 as an exogenous shock, the positive effect of carbon risk on the cost of bank loans for a firm is more significant. In the cross-section, the positive effect is more pronounced for firms with low environmental performance, firms with low green innovation, firms in high-carbon industries, and non-state-owned enterprises. Furthermore, we document that a firm's profitability and earnings volatility are two underlying channels through which carbon risk affects the cost of bank loans. These findings are robust to addressing endogeneity concerns with the use of propensity score matching and instrumental variables methods, to alternative model specifications and proxies for carbon risk.

Suggested Citation

  • 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).
  • Handle: RePEc:eee:tefoso:v:180:y:2022:i:c:s0040162522002670
    DOI: 10.1016/j.techfore.2022.121741
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    as
    1. Oestreich, A. Marcel & Tsiakas, Ilias, 2015. "Carbon emissions and stock returns: Evidence from the EU Emissions Trading Scheme," Journal of Banking & Finance, Elsevier, vol. 58(C), pages 294-308.
    2. Bolton, Patrick & Kacperczyk, Marcin, 2021. "Do investors care about carbon risk?," Journal of Financial Economics, Elsevier, vol. 142(2), pages 517-549.
    3. Vera Palea & Federico Drogo, 2020. "Carbon emissions and the cost of debt in the eurozone: The role of public policies, climate‐related disclosure and corporate governance," Business Strategy and the Environment, Wiley Blackwell, vol. 29(8), pages 2953-2972, December.
    4. Capelle-Blancard, Gunther & Crifo, Patricia & Diaye, Marc-Arthur & Oueghlissi, Rim & Scholtens, Bert, 2019. "Sovereign bond yield spreads and sustainability: An empirical analysis of OECD countries," Journal of Banking & Finance, Elsevier, vol. 98(C), pages 156-169.
    5. Jing-Wen Huang & Yong-Hui Li, 2017. "Green Innovation and Performance: The View of Organizational Capability and Social Reciprocity," Journal of Business Ethics, Springer, vol. 145(2), pages 309-324, October.
    6. Cull, Robert & Li, Wei & Sun, Bo & Xu, Lixin Colin, 2015. "Government connections and financial constraints: Evidence from a large representative sample of Chinese firms," Journal of Corporate Finance, Elsevier, vol. 32(C), pages 271-294.
    7. Roland Strausz, 2017. "A Theory of Crowdfunding: A Mechanism Design Approach with Demand Uncertainty and Moral Hazard," American Economic Review, American Economic Association, vol. 107(6), pages 1430-1476, June.
    8. Armstrong, Christopher S. & Guay, Wayne R. & Weber, Joseph P., 2010. "The role of information and financial reporting in corporate governance and debt contracting," Journal of Accounting and Economics, Elsevier, vol. 50(2-3), pages 179-234, December.
    9. Ströbel, Johannes & Wurgler, Jeffrey, 2021. "What do you think about climate finance?," CEPR Discussion Papers 16622, C.E.P.R. Discussion Papers.
    10. Madurika Nanayakkara & Sisira Colombage, 2019. "Do investors in Green Bond market pay a premium? Global evidence," Applied Economics, Taylor & Francis Journals, vol. 51(40), pages 4425-4437, August.
    11. Tan, Yongxian & Tian, Xuan & Zhang, Xinde & Zhao, Hailong, 2020. "The real effect of partial privatization on corporate innovation: Evidence from China's split share structure reform," Journal of Corporate Finance, Elsevier, vol. 64(C).
    12. Lin, Boqiang & Wu, Nan, 2022. "Will the China's carbon emissions market increase the risk-taking of its enterprises?," International Review of Economics & Finance, Elsevier, vol. 77(C), pages 413-434.
    13. Zhifang Zhou & Tao Zhang & Kang Wen & Huixiang Zeng & Xiaohong Chen, 2018. "Carbon risk, cost of debt financing and the moderation effect of media attention: Evidence from Chinese companies operating in high‐carbon industries," Business Strategy and the Environment, Wiley Blackwell, vol. 27(8), pages 1131-1144, December.
    14. Peter M. Clarkson & Yue Li & Matthew Pinnuck & Gordon D. Richardson, 2015. "The Valuation Relevance of Greenhouse Gas Emissions under the European Union Carbon Emissions Trading Scheme," European Accounting Review, Taylor & Francis Journals, vol. 24(3), pages 551-580, September.
    15. Fabrizi, Andrea & Guarini, Giulio & Meliciani, Valentina, 2018. "Green patents, regulatory policies and research network policies," Research Policy, Elsevier, vol. 47(6), pages 1018-1031.
    16. Karolin Kirschenmann & Lars Norden, 2012. "The Relationship between Borrower Risk and Loan Maturity in Small Business Lending," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 39(5-6), pages 730-757, June.
    17. Stephen Brammer & Andrew Millington, 2008. "Does it pay to be different? An analysis of the relationship between corporate social and financial performance," Strategic Management Journal, Wiley Blackwell, vol. 29(12), pages 1325-1343, December.
    18. Acharya, Viral V. & Amihud, Yakov & Litov, Lubomir, 2011. "Creditor rights and corporate risk-taking," Journal of Financial Economics, Elsevier, vol. 102(1), pages 150-166, October.
    19. Yongqing Li & Ian Eddie & Jinghui Liu, 2014. "Carbon emissions and the cost of capital: Australian evidence," Review of Accounting and Finance, Emerald Group Publishing Limited, vol. 13(4), pages 400-420, November.
    20. Huynh, Thanh D. & Xia, Ying, 2021. "Climate Change News Risk and Corporate Bond Returns," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 56(6), pages 1985-2009, September.
    21. Olivier David Zerbib, 2019. "The effect of pro-environmental preferences on bond prices: Evidence from green bonds," Post-Print halshs-02008641, HAL.
    22. Zerbib, Olivier David, 2019. "The effect of pro-environmental preferences on bond prices: Evidence from green bonds," Journal of Banking & Finance, Elsevier, vol. 98(C), pages 39-60.
    23. Beladi, Hamid & Chao, Chi Chur & Hu, May, 2018. "Does tax avoidance behavior affect bank loan contracts for Chinese listed firms?," International Review of Financial Analysis, Elsevier, vol. 58(C), pages 104-116.
    24. Stellner, Christoph & Klein, Christian & Zwergel, Bernhard, 2015. "Corporate social responsibility and Eurozone corporate bonds: The moderating role of country sustainability," Journal of Banking & Finance, Elsevier, vol. 59(C), pages 538-549.
    25. Wen, Fenghua & Wu, Nan & Gong, Xu, 2020. "China's carbon emissions trading and stock returns," Energy Economics, Elsevier, vol. 86(C).
    26. Hubert Schmitz, 2017. "Who drives climate-relevant policies in the rising powers?," New Political Economy, Taylor & Francis Journals, vol. 22(5), pages 521-540, September.
    27. Roychowdhury, Sugata & Shroff, Nemit & Verdi, Rodrigo S., 2019. "The effects of financial reporting and disclosure on corporate investment: A review," Journal of Accounting and Economics, Elsevier, vol. 68(2).
    28. Darwin Choi & Zhenyu Gao & Wenxi Jiang, 2020. "Attention to Global Warming," Review of Financial Studies, Society for Financial Studies, vol. 33(3), pages 1112-1145.
    29. Roel Brouwers & Frederiek Schoubben & Cynthia Van Hulle, 2018. "The influence of carbon cost pass through on the link between carbon emission and corporate financial performance in the context of the European Union Emission Trading Scheme," Business Strategy and the Environment, Wiley Blackwell, vol. 27(8), pages 1422-1436, December.
    30. 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.
    31. Nguyen, Justin Hung & Phan, Hieu V., 2020. "Carbon risk and corporate capital structure," Journal of Corporate Finance, Elsevier, vol. 64(C).
    32. Karpoff, Jonathan M & Lott, John R, Jr & Wehrly, Eric W, 2005. "The Reputational Penalties for Environmental Violations: Empirical Evidence," Journal of Law and Economics, University of Chicago Press, vol. 48(2), pages 653-675, October.
    33. Li Cai & Jinhua Cui & Hoje Jo, 2016. "Corporate Environmental Responsibility and Firm Risk," Journal of Business Ethics, Springer, vol. 139(3), pages 563-594, December.
    34. El-Kassar, Abdul-Nasser & Singh, Sanjay Kumar, 2019. "Green innovation and organizational performance: The influence of big data and the moderating role of management commitment and HR practices," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 483-498.
    35. Weian Li & Jian Xu & Minna Zheng, 2018. "Green Governance: New Perspective from Open Innovation," Sustainability, MDPI, vol. 10(11), pages 1-19, October.
    36. Xing, Chao & Zhang, Yuming & Tripe, David, 2021. "Green credit policy and corporate access to bank loans in China: The role of environmental disclosure and green innovation," International Review of Financial Analysis, Elsevier, vol. 77(C).
    37. Goss, Allen & Roberts, Gordon S., 2011. "The impact of corporate social responsibility on the cost of bank loans," Journal of Banking & Finance, Elsevier, vol. 35(7), pages 1794-1810, July.
    38. Safiullah, Md & Kabir, Md. Nurul & Miah, Mohammad Dulal, 2021. "Carbon emissions and credit ratings," Energy Economics, Elsevier, vol. 100(C).
    39. Ng, Anthony C. & Rezaee, Zabihollah, 2015. "Business sustainability performance and cost of equity capital," Journal of Corporate Finance, Elsevier, vol. 34(C), pages 128-149.
    40. 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.
    41. Balachandran, Balasingham & Nguyen, Justin Hung, 2018. "Does carbon risk matter in firm dividend policy? Evidence from a quasi-natural experiment in an imputation environment," Journal of Banking & Finance, Elsevier, vol. 96(C), pages 249-267.
    42. Tesfaye T. Lemma & Mehrzad Azmi Shabestari & Martin Freedman & Mthokozisi Mlilo, 2020. "Corporate carbon risk exposure, voluntary disclosure, and financial reporting quality," Business Strategy and the Environment, Wiley Blackwell, vol. 29(5), pages 2130-2143, July.
    43. Jinhua Cui & Hoje Jo & Haejung Na, 2018. "Does Corporate Social Responsibility Affect Information Asymmetry?," Journal of Business Ethics, Springer, vol. 148(3), pages 549-572, March.
    44. Thomas E. Schneider, 2011. "Is Environmental Performance a Determinant of Bond Pricing? Evidence from the U.S. Pulp and Paper and Chemical Industries," Contemporary Accounting Research, John Wiley & Sons, vol. 28(5), pages 1537-1561, December.
    45. Strausz, Roland, 2017. "A Theory of Crowdfunding," Rationality and Competition Discussion Paper Series 2, CRC TRR 190 Rationality and Competition.
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