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The impact of climate change on credit cycles: Evidence from China's bond market

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  • Ho, Kung-Cheng
  • Yan, Cheng
  • Kong, Xiaoran

Abstract

This study examines the long-term impacts of climate change on credit spreads using a sample of A-share listed companies that issued corporate bonds between 2014 and 2020. The results indicate that the greater the climate change risk a company faces, the greater its bonds' credit spread; the secondary bond market perceives the potential harm caused by climate change. This conclusion remains valid after endogeneity treatment and robustness tests. Furthermore, mechanism testing reveals that climate change affects bond credit spreads by increasing the probability of corporate bankruptcy, profit volatility, and negative investor sentiment. The heterogeneity test considers three aspects, namely, individual enterprises' internal characteristics, creditor protection measures, and regional green finance levels. Finally, this study introduces the impact of economic cycles to test the conclusions at the macro level and closely follow the topic. Thus, we provide new evidence and perspectives for exploring the impact of climate risk on the bond market and important policy implications for green finance and the healthy development of China's bond market.

Suggested Citation

  • Ho, Kung-Cheng & Yan, Cheng & Kong, Xiaoran, 2024. "The impact of climate change on credit cycles: Evidence from China's bond market," Technological Forecasting and Social Change, Elsevier, vol. 206(C).
  • Handle: RePEc:eee:tefoso:v:206:y:2024:i:c:s0040162524002865
    DOI: 10.1016/j.techfore.2024.123490
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    as
    1. Chen, Jun & King, Tao-Hsien Dolly, 2014. "Corporate hedging and the cost of debt," Journal of Corporate Finance, Elsevier, vol. 29(C), pages 221-245.
    2. Pfeiffer, Alexander & Hepburn, Cameron & Vogt-Schilb, Adrien & Caldecott, Ben, 2018. "Committed Emissions from Existing and Planned Power Plants and Asset Stranding Required to Meet the Paris Agreement," IDB Publications (Working Papers) 8886, Inter-American Development Bank.
    3. Ströbel, Johannes & Wurgler, Jeffrey, 2021. "What do you think about climate finance?," CEPR Discussion Papers 16622, Centre for Economic Policy Research.
    4. James R. Brown & Matthew T. Gustafson & Ivan T. Ivanov, 2021. "Weathering Cash Flow Shocks," Journal of Finance, American Finance Association, vol. 76(4), pages 1731-1772, August.
    5. Yong Xu & Ling Yuan & Rabeh Khalfaoui & Magdalena Radulescu & Xin Zhao & Sabrine Mallek, 2023. "Making technological innovation greener: Does firm digital transformation work?," Post-Print hal-04296366, HAL.
    6. Fang, Xubing & Liu, Maotao, 2024. "How does the digital transformation drive digital technology innovation of enterprises? Evidence from enterprise's digital patents," Technological Forecasting and Social Change, Elsevier, vol. 204(C).
    7. Xu, Yong & Yuan, Ling & Khalfaoui, Rabeh & Radulescu, Magdalena & Mallek, Sabrine & Zhao, Xin, 2023. "Making technological innovation greener: Does firm digital transformation work?," Technological Forecasting and Social Change, Elsevier, vol. 197(C).
    8. Zhang, Wei & Qin, Chu & Zhang, Wenyao, 2023. "Top management team characteristics, technological innovation and firm's greenwashing: Evidence from China's heavy-polluting industries," Technological Forecasting and Social Change, Elsevier, vol. 191(C).
    9. Wen, Jun & Zhao, Xin-Xin & Fu, Qiang & Chang, Chun-Ping, 2023. "The impact of extreme weather events on green innovation: Which ones bring to the most harm?," Technological Forecasting and Social Change, Elsevier, vol. 188(C).
    10. Rainville, Megan & Unlu, Emre & Wu, Juan Julie, 2022. "How do stronger creditor rights impact corporate acquisition activity and quality?," Journal of Banking & Finance, Elsevier, vol. 144(C).
    11. Merton, Robert C, 1974. "On the Pricing of Corporate Debt: The Risk Structure of Interest Rates," Journal of Finance, American Finance Association, vol. 29(2), pages 449-470, May.
    12. Vining, Aidan R & Boardman, Anthony E, 1992. "Ownership versus Competition: Efficiency in Public Enterprise," Public Choice, Springer, vol. 73(2), pages 205-239, March.
    13. Iordanis M. Eleftheriadis & Evgenia G. Anagnostopoulou, 2015. "Relationship between Corporate Climate Change Disclosures and Firm Factors," Business Strategy and the Environment, Wiley Blackwell, vol. 24(8), pages 780-789, December.
    14. Ho, Kung-Cheng & Shen, Xixi & Yan, Cheng & Hu, Xiang, 2023. "Influence of green innovation on disclosure quality: Mediating role of media attention," Technological Forecasting and Social Change, Elsevier, vol. 188(C).
    15. Andrea Moro & Daniela Maresch & Annalisa Ferrando, 2018. "Creditor protection, judicial enforcement and credit access," The European Journal of Finance, Taylor & Francis Journals, vol. 24(3), pages 250-281, February.
    16. Scott R. Baker & Nicholas Bloom & Steven J. Davis, 2016. "Measuring Economic Policy Uncertainty," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1593-1636.
    17. Duffie, Darrell & Lando, David, 2001. "Term Structures of Credit Spreads with Incomplete Accounting Information," Econometrica, Econometric Society, vol. 69(3), pages 633-664, May.
    18. Barbara Annicchiarico & Fabio Di Dio, 2017. "GHG Emissions Control and Monetary Policy," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 67(4), pages 823-851, August.
    19. 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.
    20. Chen, Hanwen & Yang, Daoguang & Zhang, Joseph H. & Zhou, Haiyan, 2020. "Internal controls, risk management, and cash holdings," Journal of Corporate Finance, Elsevier, vol. 64(C).
    21. Annicchiarico, Barbara & Di Dio, Fabio, 2015. "Environmental policy and macroeconomic dynamics in a new Keynesian model," Journal of Environmental Economics and Management, Elsevier, vol. 69(C), pages 1-21.
    22. E. Somanathan & Rohini Somanathan & Anant Sudarshan & Meenu Tewari, 2021. "The Impact of Temperature on Productivity and Labor Supply: Evidence from Indian Manufacturing," Journal of Political Economy, University of Chicago Press, vol. 129(6), pages 1797-1827.
    23. Ye, Liping, 2022. "The effect of climate news risk on uncertainties," Technological Forecasting and Social Change, Elsevier, vol. 178(C).
    24. Nguyen, Justin Hung & Phan, Hieu V., 2020. "Carbon risk and corporate capital structure," Journal of Corporate Finance, Elsevier, vol. 64(C).
    25. Rhodes-Kropf, Matthew & Robinson, David T. & Viswanathan, S., 2005. "Valuation waves and merger activity: The empirical evidence," Journal of Financial Economics, Elsevier, vol. 77(3), pages 561-603, September.
    26. Scott D. Dyreng & Stephen A. Hillegeist & Fernando Penalva, 2022. "Earnings Management to Avoid Debt Covenant Violations and Future Performance," European Accounting Review, Taylor & Francis Journals, vol. 31(2), pages 311-343, March.
    27. Rammer, Christian & Es-Sadki, Nordine, 2023. "Using big data for generating firm-level innovation indicators - a literature review," Technological Forecasting and Social Change, Elsevier, vol. 197(C).
    28. Apergis, Nicholas & Poufinas, Thomas & Antonopoulos, Alexandros, 2022. "ESG scores and cost of debt," Energy Economics, Elsevier, vol. 112(C).
    29. Mara Faccio & Maria-Teresa Marchica & Roberto Mura, 2011. "Large Shareholder Diversification and Corporate Risk-Taking," The Review of Financial Studies, Society for Financial Studies, vol. 24(11), pages 3601-3641.
    30. Yan, Zheming & Sun, Zao & Shi, Rui & Zhao, Minjuan, 2023. "Smart city and green development: Empirical evidence from the perspective of green technological innovation," Technological Forecasting and Social Change, Elsevier, vol. 191(C).
    31. Irene Monasterolo, 2020. "Climate Change and the Financial System," Annual Review of Resource Economics, Annual Reviews, vol. 12(1), pages 299-320, October.
    32. Mark L. Defond & Jieying Zhang, 2014. "The Timeliness of the Bond Market Reaction to Bad Earnings News," Contemporary Accounting Research, John Wiley & Sons, vol. 31(3), pages 911-936, September.
    33. Odenweller, Adrian, 2022. "Climate mitigation under S-shaped energy technology diffusion: Leveraging synergies of optimisation and simulation models," Technological Forecasting and Social Change, Elsevier, vol. 178(C).
    34. Juhyun Jung & Kathleen Herbohn & Peter Clarkson, 2018. "Carbon Risk, Carbon Risk Awareness and the Cost of Debt Financing," Journal of Business Ethics, Springer, vol. 150(4), pages 1151-1171, July.
    35. Alam, Ashraful & Du, Anna Min & Rahman, Mahfuzur & Yazdifar, Hassan & Abbasi, Kaleemullah, 2022. "SMEs respond to climate change: Evidence from developing countries," Technological Forecasting and Social Change, Elsevier, vol. 185(C).
    36. Dafermos, Yannis & Nikolaidi, Maria & Galanis, Giorgos, 2018. "Climate Change, Financial Stability and Monetary Policy," Ecological Economics, Elsevier, vol. 152(C), pages 219-234.
    37. Chu, Yongqiang, 2017. "Shareholder litigation, shareholder–creditor conflict, and the cost of bank loans," Journal of Corporate Finance, Elsevier, vol. 45(C), pages 318-332.
    38. Giray Gozgor & Priya Ranjan, 2017. "Globalisation, inequality and redistribution: Theory and evidence," The World Economy, Wiley Blackwell, vol. 40(12), pages 2704-2751, December.
    39. Li, Houjian & Tang, Mengqian & Cao, Andi & Guo, Lili, 2024. "How to reduce firm pollution discharges: Does political leaders' gender matter?," Technological Forecasting and Social Change, Elsevier, vol. 204(C).
    40. Fang, Ming & Njangang, Henri & Padhan, Hemachandra & Simo, Colette & Yan, Cheng, 2023. "Social media and energy justice: A global evidence," Energy Economics, Elsevier, vol. 125(C).
    41. 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).
    42. Mary J. Benner & Joel Waldfogel, 2023. "Changing the channel: Digitization and the rise of “middle tail” strategies," Strategic Management Journal, Wiley Blackwell, vol. 44(1), pages 264-287, January.
    43. Lang, Qiaoqi & Ma, Feng & Mirza, Nawazish & Umar, Muhammad, 2023. "The interaction of climate risk and bank liquidity: An emerging market perspective for transitions to low carbon energy," Technological Forecasting and Social Change, Elsevier, vol. 191(C).
    44. Jemma Green & Peter Newman, 2017. "Disruptive innovation, stranded assets and forecasting: the rise and rise of renewable energy," Journal of Sustainable Finance & Investment, Taylor & Francis Journals, vol. 7(2), pages 169-187, April.
    45. Chen, Di & Hu, Haiqing & Wang, Ning & Chang, Chun-Ping, 2024. "The impact of green finance on transformation to green energy: Evidence from industrial enterprises in China," Technological Forecasting and Social Change, Elsevier, vol. 204(C).
    46. Henry He Huang & Joseph Kerstein & Chong Wang & Feng (Harry) Wu, 2022. "Firm climate risk, risk management, and bank loan financing," Strategic Management Journal, Wiley Blackwell, vol. 43(13), pages 2849-2880, December.
    47. Yang, Yi & Qin, Huan, 2024. "The uncertainties of the carbon peak and the temporal and regional heterogeneity of its driving factors in China," Technological Forecasting and Social Change, Elsevier, vol. 198(C).
    48. Ren, Xiaohang & Zhang, Xiao & Yan, Cheng & Gozgor, Giray, 2022. "Climate policy uncertainty and firm-level total factor productivity: Evidence from China," Energy Economics, Elsevier, vol. 113(C).
    49. Razzaq, Asif & Yang, Xiaodong, 2023. "Digital finance and green growth in China: Appraising inclusive digital finance using web crawler technology and big data," Technological Forecasting and Social Change, Elsevier, vol. 188(C).
    50. Hossain, Ashrafee T. & Masum, Abdullah-Al, 2022. "Does corporate social responsibility help mitigate firm-level climate change risk?," Finance Research Letters, Elsevier, vol. 47(PB).
    51. Sun, Yunpeng & Jia, Ruoya & Razzaq, Asif & Bao, Qun, 2024. "Social network platforms and climate change in China: Evidence from TikTok," Technological Forecasting and Social Change, Elsevier, vol. 200(C).
    52. Matthew T. Billett & Tao‐Hsien Dolly King & David C. Mauer, 2007. "Growth Opportunities and the Choice of Leverage, Debt Maturity, and Covenants," Journal of Finance, American Finance Association, vol. 62(2), pages 697-730, April.
    53. Möllmann, Johannes & Buchholz, Matthias & Kölle, Wienand & Musshoff, Oliver, 2020. "Do remotely-sensed vegetation health indices explain credit risk in agricultural microfinance?," World Development, Elsevier, vol. 127(C).
    54. 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.
    55. Hong, Harrison & Li, Frank Weikai & Xu, Jiangmin, 2019. "Climate risks and market efficiency," Journal of Econometrics, Elsevier, vol. 208(1), pages 265-281.
    56. Ferrari, Alessandro & Nispi Landi, Valerio, 2024. "Whatever it takes to save the planet? Central banks and unconventional green policy," Macroeconomic Dynamics, Cambridge University Press, vol. 28(2), pages 299-324, March.
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