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Is Carbon Risk Priced in the Cross Section of Corporate Bond Returns?

Published online by Cambridge University Press:  20 June 2023

Tinghua Duan
Affiliation:
IESEG School of Management, Université de Lille, CNRS, UMR 9221 – LEM – Lille Economie Management t.duan@ieseg.fr
Frank Weikai Li
Affiliation:
Singapore Management University Lee Kong Chian School of Business wkli@smu.edu.sg
Quan Wen*
Affiliation:
Georgetown University McDonough School of Business
*
quan.wen@georgetown.edu (corresponding author)
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Abstract

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This article examines the pricing of a firm’s carbon risk in the corporate bond market. Contrary to the “carbon risk premium” hypothesis, bonds of more carbon-intensive firms earn significantly lower returns. This effect cannot be explained by a comprehensive list of bond characteristics and exposure to known risk factors. Investigating sources of the low carbon alpha, we find the underperformance of bonds issued by carbon-intensive firms cannot be fully explained by divestment from institutional investors. Instead, our evidence is most consistent with investor underreaction to the predictability of carbon intensity for firm cash-flow news, creditworthiness, and environmental incidents.

Type
Research Article
Creative Commons
Creative Common License - CCCreative Common License - BY
This is an Open Access article, distributed under the terms of the Creative Commons Attribution licence (https://creativecommons.org/licenses/by/4.0), which permits unrestricted re-use, distribution and reproduction, provided the original article is properly cited.
Copyright
© The Author(s), 2023. Published by Cambridge University Press on behalf of the Michael G. Foster School of Business, University of Washington

Footnotes

We thank two anonymous referees and Hendrik Bessembinder (the editor) for insightful and constructive feedback. We also thank Turan G. Bali, Laurent Barras (discussant), Ben Charoenwong (discussant), Zhanhui Chen, Celine (Yue) Fei (discussant), Francisco Gomes (discussant), Po-Hsuan Hsu, Marcin Kacperczyk (discussant), Julian F. Koelbel, Heebum Lee, Kai Li, Roger Loh, Pedro Matos, Abhiroop Mukherjee, Yosh Nozawa (discusssant), Lubos Pastor, Johan Sulaeman, Lucian Taylor, Tianyu Wang (discussant), Chelsea Yao, Bohui Zhang, Chu Zhang, Hong Zhang (discussant), Qifei Zhu, and seminar participants at the HKUST, University of Zurich, Tsinghua SEM, Korea University, Lancaster University, Shanghai Jiaotong University, University of Manchester, 2022 ESSEC Amundi Webinar on Climate Risk and the Bond Market, the 2023 AFA, the 2022 CICF, the 2022 EFMA, the 2022 World Finance Conference, the 2021 ABFER, the 2021 FMA, the 2021 SFS Cavalcade Conference, the 2021 Sustainable Finance Forum, the 2021 Annual GRASFI Conference, the 2020 Singapore Scholars Symposium, and CFA Society Singapore for helpful comments. All errors are our own.

References

Back, K.; Crotty, K.; and Kazempour, S. M.. “Validity, Tightness, and Forecasting Power of Risk Premium Bounds.” Journal of Financial Economics, 144 (2022), 732760.CrossRefGoogle Scholar
Bali, T. G.; Subrahmanyam, A.; and Wen, Q.. “Long-Term Reversals in the Corporate Bond Market.” Journal of Financial Economics, 139 (2021a), 656677.CrossRefGoogle Scholar
Bali, T. G.; Subrahmanyam, A.; and Wen, Q.. “The Macroeconomic Uncertainty Premium in the Corporate Bond Market.” Journal of Financial and Quantitative Analysis, 56 (2021b), 16531678.CrossRefGoogle Scholar
Bansal, R.; Ochoa, M.; and Kiku, D.. “Climate Change and Growth Risks.” NBER Working Paper No. 23009 (2016).CrossRefGoogle Scholar
Bernstein, A.; Gustafson, M. T.; and Lewis, R.. “Disaster on the Horizon: The Price Effect of Sea Level Rise.” Journal of Financial Economics, 134 (2019), 253272.CrossRefGoogle Scholar
Bessembinder, H.; Kahle, K. M.; Maxwell, W. F.; and Xu, D.. “Measuring Abnormal Bond Performance.” Review of Financial Studies, 22 (2009), 42194258.CrossRefGoogle Scholar
Bloom, N.; Genakos, C.; Martin, R.; and Sadun, R.. “Modern Management: Good for the Environment or Just Hot Air?Economic Journal, 120 (2010), 551572.CrossRefGoogle Scholar
Bolton, P., and Kacperczyk, M.. “Do Investors Care About Carbon Risk?Journal of Financial Economics, 142 (2021), 517549.CrossRefGoogle Scholar
Busch, T.; Johnson, M.; and Pioch, T.. “Corporate Carbon Performance Data: Quo Vadis?Journal of Industrial Ecology, 26 (2020), 350363.CrossRefGoogle Scholar
Carhart, M. M.On Persistence in Mutual Fund Performance.” Journal of Finance, 52 (1997), 5782.CrossRefGoogle Scholar
Chabi-Yo, F.; Dim, C.; and Vilkov, G.. “Generalized Bounds on the Conditional Expected Excess Return on Individual Stocks.” Management Science, 69 (2022), 922939.CrossRefGoogle Scholar
Chava, S.Environmental Externalities and Cost of Capital.” Management Science, 60 (2014), 22232247.CrossRefGoogle Scholar
Choi, D.; Gao, Z.; and Jiang, W.. “Attention to Global Warming.” Review of Financial Studies, 33 (2020), 11121145.CrossRefGoogle Scholar
Delis, M. D.; De Greiff, K.; and Ongena, S.. “Being Stranded with Fossil Fuel Reserves? Climate Policy Risk and the Pricing of Bank Loans.” Working Paper, SSRN eLibrary (2019).CrossRefGoogle Scholar
Diep, P.; Pomorski, L.; and Richardson, S.. “Sustainable Systematic Credit.” Journal of Fixed Income, 32 (2022), 6190.CrossRefGoogle Scholar
Edmans, A.Does the Stock Market Fully Value Intangibles? Employee Satisfaction and Equity Prices.” Journal of Financial Economics, 101 (2011), 621640.CrossRefGoogle Scholar
Ehlers, T.; Packer, F.; and de Greiff, K.. “The Pricing of Carbon Risk in Syndicated Loans: Which Risks Are Priced and Why?Journal of Banking & Finance, 136 (2022), 106180.CrossRefGoogle Scholar
Engle, R. F.; Giglio, S.; Kelly, B. T.; Lee, H.; and Stroebel, J.. “Hedging Climate Change News.” Review of Financial Studies, 33 (2020), 11841216.CrossRefGoogle Scholar
Fama, E. F., and French, K. R.. “Cross-Section of Expected Stock Returns.” Journal of Finance, 47 (1992), 427465.Google Scholar
Fama, E. F., and French, K. R.. “Common Risk Factors in the Returns on Stocks and Bonds.” Journal of Financial Economics, 33 (1993), 356.CrossRefGoogle Scholar
Fama, E. F., and French, K. R.. “A Five-Factor Asset Pricing Model.” Journal of Financial Economics, 116 (2015), 122.CrossRefGoogle Scholar
Fama, E. F., and MacBeth, J. D.. “Risk, Return, and Equilibrium: Empirical Tests.” Journal of Political Economy, 81 (1973), 607636.CrossRefGoogle Scholar
Flammer, C.Corporate Green Bonds.” Journal of Financial Economics, 142 (2021), 499516.CrossRefGoogle Scholar
Gebhardt, W. R.; Hvidkjaer, S.; and Swaminathan, B.. “The Cross Section of Expected Corporate Bond Returns: Betas or Characteristics?Journal of Financial Economics, 75 (2005a), 85114.CrossRefGoogle Scholar
Gebhardt, W. R.; Hvidkjaer, S.; and Swaminathan, B.. “Stock and Bond Market Interaction: Does Momentum Spill Over?Journal of Financial Economics, 75 (2005b), 651690.CrossRefGoogle Scholar
Giglio, S.; Kelly, B.; and Stroebel, J.. “Climate Finance.” Annual Review of Financial Economics, 13 (2021), 1536.CrossRefGoogle Scholar
Glosten, L. R., and Milgrom, P. R.. “Bid, Ask and Transaction Prices in a Specialist Market with Heterogeneously Informed Traders.” Journal of Financial Economics, 14 (1985), 71100.CrossRefGoogle Scholar
Goldstein, I.; Jiang, H.; and Ng, D.. “Investor Flows and Fragility in Corporate Bond Funds.” Journal of Financial Economics, 126 (2017), 592613.CrossRefGoogle Scholar
Gompers, P.; Ishii, J.; and Metrick, A.. “Corporate Governance and Equity Prices.” Quarterly Journal of Economics, 118 (2003), 107156.CrossRefGoogle Scholar
Gompers, P. A., and Metrick, A.. “Institutional Investors and Equity Prices.” Quarterly Journal of Economics, 116 (2001), 229259.CrossRefGoogle Scholar
Haesen, D.; Houweling, P.; and Zundert, J. V.. “Momentum Spillover from Stocks to Corporate Bonds.” Journal of Banking and Finance, 79 (2017), 2841.CrossRefGoogle Scholar
Han, S., and Zhou, X.. “Informed Bond Trading, Corporate Yield Spreads, and Corporate Default Prediction.” Management Science, 60 (2014), 675694.CrossRefGoogle Scholar
Hendershott, T.; Kozhan, R.; and Raman, V.. “Short Selling and Price Discovery in Corporate Bonds.” Journal of Financial and Quantitative Analysis, 55 (2020), 77115.CrossRefGoogle Scholar
Hoepner, A. G. F.; Oikonomou, I.; Sautner, Z.; Starks, L. T.; and Zhou, X.. “ESG Shareholder Engagement and Downside Risk.” Working Paper, SSRN eLibrary (2021).Google Scholar
Hong, H., and Kacperczyk, M.. “The Price of Sin: The Effects of Social Norms on Markets.” Journal of Financial Economics, 93 (2009), 1536.CrossRefGoogle Scholar
Hong, H.; Li, F. W.; and Xu, J.. “Climate Risks and Market Efficiency.” Journal of Econometrics, 208 (2019), 265281.CrossRefGoogle Scholar
Hong, H., and Sraer, D.. “Quiet Bubbles.” Journal of Financial Economics, 110 (2013), 596606.CrossRefGoogle Scholar
Hou, K.; Xue, C.; and Zhang, L.. “Digesting Anomalies: An Investment Approach.” Review of Financial Studies, 28 (2015), 650705.CrossRefGoogle Scholar
Hsu, P.-H.; Li, K.; and Tsou, C.-Y.. “The Pollution Premium.” Journal of Finance, 78 (2023), 13431392.CrossRefGoogle Scholar
Huynh, T. D., and Xia, Y.. “Climate Change News Risk and Corporate Bond Returns.” Journal of Financial and Quantitative Analysis, 56 (2021), 19852009.CrossRefGoogle Scholar
Ilhan, E.; Sautner, Z.; and Vilkov, G.. “Carbon Tail Risk.” Review of Financial Studies, 34 (2021), 15401571.CrossRefGoogle Scholar
In, S. Y.; Park, K. Y.; and Monk, A.. “Is “Being Green” Rewarded in the Market? An Empirical Investigation of Decarbonization and Stock Returns.” Working Paper, SSRN eLibrary (2019).Google Scholar
Ivashchenko, A. “Corporate Bond Price Reversals.” Working Paper, SSRN eLibrary (2019).CrossRefGoogle Scholar
Jegadeesh, N., and Livnat, J.. “Revenue Surprises and Stock Returns.” Journal of Accounting and Economics, 41 (2006), 147171.CrossRefGoogle Scholar
Jostova, G.; Nikolova, S.; Philipov, A.; and Stahel, C. W.. “Momentum in Corporate Bond Returns.” Review of Financial Studies, 26 (2013), 16491693.CrossRefGoogle Scholar
Krueger, P.; Sautner, Z.; and Starks, L. T.. “The Importance of Climate Risks for Institutional Investors.” Review of Financial Studies, 33 (2020), 10671111.CrossRefGoogle Scholar
Larcker, D. F., and Watts, E. M.. “Where’s the Greenium?Journal of Accounting and Economics, 69 (2020), 101312.CrossRefGoogle Scholar
Lin, H.; Wang, J.; and Wu, C.. “Liquidity Risk and the Cross-Section of Expected Corporate Bond Returns.” Journal of Financial Economics, 99 (2011), 628650.CrossRefGoogle Scholar
Martin, I. W., and Wagner, C.. “What Is the Expected Return on a Stock?Journal of Finance, 74 (2019), 18871929.CrossRefGoogle Scholar
Merton, R. C.A Simple Model of Capital Market Equilibrium with Incomplete Information.” Journal of Finance, 42 (1987), 483510.CrossRefGoogle Scholar
Monasterolo, I., and De Angelis, L.. “Blind to Carbon Risk? An Analysis of Stock Market Reaction to the Paris Agreement.” Ecological Economics, 170 (2020), 106571.CrossRefGoogle Scholar
Murfin, J., and Spiegel, M.. “Is the Risk of Sea Level Rise Capitalized in Residential Real Estate?Review of Financial Studies, 33 (2020), 12171255.CrossRefGoogle Scholar
Newey, W. K.; and West, K. D.. “A Simple, Positive Semi-Definite, Heteroskedasticity and Autocorrelation Consistent Covariance Matrix.” Econometrica, 55 (1987), 703–708.Google Scholar
Nozawa, Y.; Qiu, Y.; and Xiong, Y.. “Disagreement, Liquidity, and Price Drifts in the Corporate Bond Market.” Working Paper, SSRN eLibrary (2022).CrossRefGoogle Scholar
Ochoa, M.; Paustian, M.; and Wilcox, L.. “Do Sustainable Investment Strategies Hedge Climate Change Risks? Evidence from Germany’s Carbon Tax.” Working Paper, SSRN eLibrary (2022).CrossRefGoogle Scholar
Ohlson, J. A.Financial Ratios and the Probabilistic Prediction of Bankruptcy.” Journal of Accounting Research, 18 (1980), 109131.CrossRefGoogle Scholar
Painter, M.An Inconvenient Cost: The Effects of Climate Change on Municipal Bonds.” Journal of Financial Economics, 135 (2020), 468482.CrossRefGoogle Scholar
Pastor, L., and Stambaugh, R. F.. “Liquidity Risk and Expected Stock Returns.” Journal of Political Economy, 111 (2003), 642685.CrossRefGoogle Scholar
Pástor, L.; Stambaugh, R. F.; and Taylor, L. A.. “Sustainable Investing in Equilibrium.” Journal of Financial Economics, 142 (2021), 550571.CrossRefGoogle Scholar
Pástor, L.; Stambaugh, R. F.; and Taylor, L. A.. “Dissecting Green Returns.” Journal of Financial Economics, 146 (2022), 403424.CrossRefGoogle Scholar
Pedersen, L. H.; Fitzgibbons, S.; and Pomorski, L.. “Responsible Investing: The ESG-Efficient Frontier.” Journal of Financial Economics, 142 (2021), 572597.CrossRefGoogle Scholar
Sautner, Z.; Van Lent, L.; Vilkov, G.; and Zhang, R.. “Pricing Climate Change Exposure.” Management Science, forthcoming (2023).CrossRefGoogle Scholar
Seltzer, L.; Starks, L. T.; and Zhu, Q.. “Climate Regulatory Risks and Corporate Bonds.” Working Paper, SSRN eLibrary (2020).CrossRefGoogle Scholar
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