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Climate change news risk and corporate bond returns in China

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  • Liu, Hao
  • Lin, Chuyin

Abstract

By constructing a climate change news index based on the textual analysis of newspapers and estimations of the covariance of bond returns, this paper investigates whether climate change news risk is “priced in” in Chinese corporate bonds. We find that bonds with a higher climate change news beta are associated with lower future returns. Moreover, the low climate change news beta premium originates from the transition news beta. Additionally, the low climate change news beta premium is more obvious during times of heightened climate change news risk, which is consistent with the asset pricing theory of intertemporal hedging demand.

Suggested Citation

  • Liu, Hao & Lin, Chuyin, 2023. "Climate change news risk and corporate bond returns in China," Finance Research Letters, Elsevier, vol. 58(PC).
  • Handle: RePEc:eee:finlet:v:58:y:2023:i:pc:s154461232300898x
    DOI: 10.1016/j.frl.2023.104526
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    References listed on IDEAS

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    1. Wang, Chih-Wei & Wu, Yu-Ching & Hsieh, Hsin-Yi & Huang, Po-Hsiang & Lin, Meng-Chieh, 2022. "Does green bond issuance have an impact on climate risk concerns?," Energy Economics, Elsevier, vol. 111(C).
    2. Zacharias Sautner & Laurence Van Lent & Grigory Vilkov & Ruishen Zhang, 2023. "Firm‐Level Climate Change Exposure," Journal of Finance, American Finance Association, vol. 78(3), pages 1449-1498, June.
    3. Merton, Robert C, 1973. "An Intertemporal Capital Asset Pricing Model," Econometrica, Econometric Society, vol. 41(5), pages 867-887, September.
    4. Robert F Engle & Stefano Giglio & Bryan Kelly & Heebum Lee & Johannes Stroebel, 2020. "Hedging Climate Change News," The Review of Financial Studies, Society for Financial Studies, vol. 33(3), pages 1184-1216.
    5. Yen-Heng Henry Chen & Erik Landry & John M. Reilly, 2023. "An Economy-Wide Framework For Assessing The Stranded Assets Of Energy Production Sector Under Climate Policies," Climate Change Economics (CCE), World Scientific Publishing Co. Pte. Ltd., vol. 14(01), pages 1-29, February.
    6. Marshall Burke & Solomon M. Hsiang & Edward Miguel, 2015. "Global non-linear effect of temperature on economic production," Nature, Nature, vol. 527(7577), pages 235-239, November.
    7. Simon Dietz & Alex Bowen & Charlie Dixon & Philip Gradwell, 2016. "‘Climate value at risk’ of global financial assets," Nature Climate Change, Nature, vol. 6(7), pages 676-679, July.
    8. Zhang, Yaojie & He, Mengxi & Liao, Cunfei & Wang, Yudong, 2023. "Climate risk exposure and the cross-section of Chinese stock returns," Finance Research Letters, Elsevier, vol. 55(PB).
    9. Campbell, John Y, 1993. "Intertemporal Asset Pricing without Consumption Data," American Economic Review, American Economic Association, vol. 83(3), pages 487-512, June.
    10. Po‐Hsuan Hsu & Kai Li & Chi‐Yang Tsou, 2023. "The Pollution Premium," Journal of Finance, American Finance Association, vol. 78(3), pages 1343-1392, June.
    11. Corey Lesk & Pedram Rowhani & Navin Ramankutty, 2016. "Influence of extreme weather disasters on global crop production," Nature, Nature, vol. 529(7584), pages 84-87, January.
    12. Campbell, John Y, 1996. "Understanding Risk and Return," Journal of Political Economy, University of Chicago Press, vol. 104(2), pages 298-345, April.
    13. Dietz, Simon & Bowen, Alex & Dixon, Charlie & Gradwell, Philip, 2016. "Climate value at risk of global financial assets," LSE Research Online Documents on Economics 66226, London School of Economics and Political Science, LSE Library.
    14. Treepongkaruna, Sirimon & Chan, Kam Fong & Malik, Ihtisham, 2023. "Climate policy uncertainty and the cross-section of stock returns," Finance Research Letters, Elsevier, vol. 55(PA).
    15. Zhang, Si Ying, 2022. "Are investors sensitive to climate-related transition and physical risks? Evidence from global stock markets," Research in International Business and Finance, Elsevier, vol. 62(C).
    16. I. El Ouadghiri & K. Guesmi & Jonathan Peillex & A. Ziegler, 2021. "Public Attention to Environmental Issues and Stock Market Returns," Post-Print hal-03678291, HAL.
    17. Stefano Ramelli & Alexander F Wagner & Richard J Zeckhauser & Alexandre Ziegler, 2021. "Investor Rewards to Climate Responsibility: Stock-Price Responses to the Opposite Shocks of the 2016 and 2020 U.S. Elections [Asset pricing with liquidity risk]," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 10(4), pages 748-787.
    18. Ho, Thang, 2022. "Climate change news sensitivity and mutual fund performance," International Review of Financial Analysis, Elsevier, vol. 83(C).
    19. Faccini, Renato & Matin, Rastin & Skiadopoulos, George, 2023. "Dissecting climate risks: Are they reflected in stock prices?," Journal of Banking & Finance, Elsevier, vol. 155(C).
    20. Humphrey, Jacquelyn E. & Li, Yong, 2021. "Who goes green: Reducing mutual fund emissions and its consequences," Journal of Banking & Finance, Elsevier, vol. 126(C).
    21. 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.
    22. Lee Seltzer & Laura Starks & Qifei Zhu, 2022. "Climate Regulatory Risks and Corporate Bonds," Staff Reports 1014, Federal Reserve Bank of New York.
    23. El Ouadghiri, Imane & Guesmi, Khaled & Peillex, Jonathan & Ziegler, Andreas, 2021. "Public Attention to Environmental Issues and Stock Market Returns," Ecological Economics, Elsevier, vol. 180(C).
    24. Painter, Marcus, 2020. "An inconvenient cost: The effects of climate change on municipal bonds," Journal of Financial Economics, Elsevier, vol. 135(2), pages 468-482.
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    9. Benkraiem, Ramzi & Dimic, Nebojsa & Piljak, Vanja & Swinkels, Laurens & Vulanovic, Milos, 2025. "Media-based climate risks and international corporate bond market," Journal of International Money and Finance, Elsevier, vol. 151(C).

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