Skip to main content
Log in

Pricing climate change risk in corporate bonds

  • Original Article
  • Published:
Journal of Asset Management Aims and scope Submit manuscript

Abstract

Using a firm’s geographic footprint to measure its exposure to sea level rise (SLR), I find that corporate bonds bear a climate risk premium upon issuance. A one standard deviation increase in firms’ SLR exposure is associated with a 7 basis point premium, representing a 3% increase in average yield spread. This effect is more pronounced for geographically concentrated firms, within industries vulnerable to extreme weather conditions, and after the Paris Agreement. I do not find evidence that credit rating agencies account for SLR exposure at bond issuance. Results are robust to placebo tests and inverse propensity weighting to address possible endogeneity.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1

Similar content being viewed by others

Notes

  1. Responsible investment 2019, Norges Bank Investment Management.

  2. This is equivalent to 8–9 inches since 1880 and 12 inches by the end of century.

  3. According to S &P Global, outstanding US corporate debt instruments rated by S &P Global Ratings amount to $9.3 trillion as of Jan. 1, 2019, whereas the municipal market is approximately $3.8 trillion.

  4. The five-year municipal default rate since 2007 was 0.15%, whereas the five-year global corporate default rate was 6.92% since 2007.

  5. Data on HQs can also be obtained from Compustat. However, while it reports the address of a firm’s current HQ location, it back-fills this information for previous years, and does not control for HQ relocations.

  6. https://sraf.nd.edu/data/augmented-10-x-header-data/.

  7. Only 37 counties have SLR estimates, as listed in Table 1.

  8. Using the county distance database https://data.nber.org/data/county-distance-database.html

  9. Following Kling et al. (2021), I exclude business services which are too broad.

  10. Vulnerable Industries is an indicator variable that equals one for Agriculture (Fama–French Industry Code 1), Communication (Code 32), Energy - Mines (Code 28), Coal (Code 29), and Oil (Code 30) -, Food Products (Code 2), Health Care (Code 11), and Transportation (Code 40), and zero otherwise.

References

  • Addoum, J.M., D.T. Ng, and A. Ortiz-Bobea. 2021. Temperature shocks and industry earnings news. Available at SSRN 3480695.

  • Amiraslani, H., K.V. Lins, H. Servaes, and A. Tamayo. 2017. A matter of trust? The bond market benefits of corporate social capital during the financial crisis.

  • Aswani, J., A. Raghunandan, and S. Rajgopal. 2022. Are carbon emissions associated with stock returns? Columbia Business School Research Paper (Forthcoming).

  • Austin, P.C., and E.A. Stuart. 2015. Moving towards best practice when using inverse probability of treatment weighting (iptw) using the propensity score to estimate causal treatment effects in observational studies. Statistics in Medicine 34(28): 3661–3679.

    Article  Google Scholar 

  • Baker, S.R., S.T. Sun, and C. Yannelis. 2020. Corporate taxes and retail prices. Technical report, National Bureau of Economic Research.

  • Baldauf, M., L. Garlappi, and C. Yannelis. 2020. Does climate change affect real estate prices? Only if you believe in it. The Review of Financial Studies 33(3): 1256–1295.

    Article  Google Scholar 

  • Bansal, R., D. Kiku, and M. Ochoa. 2019. Climate change risk. https://www.frbsf.org/economic-research/events/2019/november/economics-of-climate-change/files/P.

  • Barnett, M., W. Brock, and L.P. Hansen. 2020. Pricing uncertainty induced by climate change. The Review of Financial Studies 33(3): 1024–1066.

    Article  Google Scholar 

  • Barrot, J.-N., and J. Sauvagnat. 2016. Input specificity and the propagation of idiosyncratic shocks in production networks. The Quarterly Journal of Economics 131(3): 1543–1592.

    Article  Google Scholar 

  • Belasen, A.R., and S.W. Polachek. 2008. How hurricanes affect wages and employment in local labor markets. American Economic Review 98(2): 49–53.

    Article  Google Scholar 

  • Bernstein, A., M.T. Gustafson, and R. Lewis. 2019. Disaster on the horizon: The price effect of sea level rise. Journal of Financial Economics 134(2): 253–272.

    Article  Google Scholar 

  • Bertolotti, A., D. Basu, K. Akallal, and B. Deese. 2019. Climate risk in the us electric utility sector: A case study. Available at SSRN 3347746.

  • Bhojraj, S., and P. Sengupta. 2003. Effect of corporate governance on bond ratings and yields: The role of institutional investors and outside directors. The Journal of Business 76(3): 455–475.

    Article  Google Scholar 

  • Bolton, P., and M. Kacperczyk. 2020. Do investors care about carbon risk? Technical report, National Bureau of Economic Research.

  • Brock, W.A., and L.P. Hansen. 2018. Wrestling with uncertainty in climate economic models. University of Chicago, Becker Friedman Institute for Economics Working Paper (2019-71).

  • Capasso, G., G. Gianfrate, and M. Spinelli. 2020. Climate change and credit risk. Journal of Cleaner Production 266: 121634.

    Article  Google Scholar 

  • Carney, M. 2015. Breaking the tragedy of the horizon-climate change and financial stability. Speech Given at Lloyd’s of London 29: 220–230.

    Google Scholar 

  • CIEL. 2015 May. Climate risk. Technical report, The Center for International Environmental Law. https://www.ciel.org/wp-content/uploads/2015/10/ciel-rpt-credits-10.15-webv2smaller.pdf.

  • Delis, M.D., K. de Greiff, and S. Ongena. 2019. Being stranded with fossil fuel reserves? Climate policy risk and the pricing of bank loans. Climate Policy Risk and the Pricing of Bank Loans (April 21, 2019). Swiss Finance Institute Research Paper (18-10).

  • Duan, T., and F.W. Li. 2019. Worrying about climate change: Evidence from mortgage lending. Available at SSRN 3449696.

  • Duan, T., F.W. Li, and Q. Wen 2020. Is carbon risk priced in the cross section of corporate bond returns? Available at SSRN 3709572.

  • Engle, R.F., S. Giglio, B. Kelly, H. Lee, and J. Stroebel. 2020. Hedging climate change news. The Review of Financial Studies 33(3): 1184–1216.

    Article  Google Scholar 

  • Flammer, C. 2015. Does corporate social responsibility lead to superior financial performance? A regression discontinuity approach. Management Science 61(11): 2549–2568.

    Article  Google Scholar 

  • Flammer, C., M.W. Toffel, and K. Viswanathan. 2021. Shareholder activism and firms’ voluntary disclosure of climate change risks. Strategic Management Journal 42(10): 1850–1879.

    Article  Google Scholar 

  • Flannery, M.J., Ö. Öztekin, et al. 2012. Leverage expectations and bond credit spreads. Journal of Financial and Quantitative Analysis 47(4): 689–714.

    Article  Google Scholar 

  • Flavelle, C. 2019. Moody’s buys climate data firm, signaling new scrutiny of climate risks. New York Times.

  • Giglio, S., B. Kelly, and J. Stroebel. 2021. Climate finance. Annual Review of Financial Economics 13: 15–36.

    Article  Google Scholar 

  • Gold, R. 2019. PG&E: The first climate-change bankruptcy, probably not the last. Wall Street Journal 18.

  • Goldsmith-Pinkham, P.S., M. Gustafson, R. Lewis, and M. Schwert. 2021. Sea level rise exposure and municipal bond yields. Jacobs Levy Equity Management Center for Quantitative Financial Research Paper.

  • Griffin, P., D. Lont, and M. Lubberink. 2019. Extreme high surface temperature events and equity-related physical climate risk. Weather and Climate Extremes 26: 100220.

    Article  Google Scholar 

  • Hallegatte, S., C. Green, R.J. Nicholls, and J. Corfee-Morlot. 2013. Future flood losses in major coastal cities. Nature Climate Change 3(9): 802–806.

    Article  Google Scholar 

  • Hansen, J.M., T. Aagaard, and A. Kuijpers. 2015. Sea-level forcing by synchronization of 56-and 74-year oscillations with the moon’s nodal tide on the northwest european shelf (eastern north sea to central baltic sea). Journal of Coastal Research 31(5): 1041–1056.

    Article  Google Scholar 

  • Hong, H., F.W. Li, and J. Xu. 2019. Climate risks and market efficiency. Journal of Econometrics 208(1): 265–281.

    Article  Google Scholar 

  • Huang, H.H., J. Kerstein, and C. Wang. 2018. The impact of climate risk on firm performance and financing choices: An international comparison. Journal of International Business Studies 49(5): 633–656.

    Article  Google Scholar 

  • Hugon, A., and K. Law. 2019. Impact of climate change on firm earnings: Evidence from temperature anomalies. Available at SSRN 3271386.

  • Huynh, T.D., and Y. Xia. 2021. Climate change news risk and corporate bond returns. Journal of Financial and Quantitative Analysis 56(6): 1985–2009.

    Article  Google Scholar 

  • IEEFA. 2019, August. Climate change becomes an issue for ratings agencies. Inside Climate News.

  • Indaco, A., F. Ortega, and S. Taspinar. 2021. Hurricanes, flood risk and the economic adaptation of businesses. Journal of Economic Geography 21(4): 557–591.

  • IPCC. 2018. Global warming of 1.5\(^{\circ }\)c. Technical report, An IPCC Special Report on the impacts of global warming.https://www.ipcc.ch/site/assets/uploads/sites/2/2019/06/SR15_Full_Report_High_Res.pdf.

  • Jiang, F., C.W. Li, and Y. Qian. 2019. Can firms run away from climate-change risk? Evidence from the pricing of bank loans. Evidence from the Pricing of Bank Loans (April 15, 2019).

  • Jiraporn, P., N. Jiraporn, A. Boeprasert, and K. Chang. 2014. Does corporate social responsibility (csr) improve credit ratings? Evidence from geographic identification. Financial Management 43(3): 505–531.

    Article  Google Scholar 

  • Kling, G., U. Volz, V. Murinde, and S. Ayas. 2021. The impact of climate vulnerability on firms’ cost of capital and access to finance. World Development 137: 105131.

  • Kocornik-Mina, A., T.K. McDermott, G. Michaels, and F. Rauch. 2020. Flooded cities. American Economic Journal: Applied Economics 12(2): 35–66.

  • Krasting, J.P., J.P. Dunne, R.J. Stouffer, and R.W. Hallberg. 2016. Enhanced atlantic sea-level rise relative to the pacific under high carbon emission rates. Nature Geoscience 9(3): 210–214.

    Article  Google Scholar 

  • Krueger, P., Z. Sautner, and L.T. Starks. 2020. The importance of climate risks for institutional investors. The Review of Financial Studies 33(3): 1067–1111.

    Article  Google Scholar 

  • Kruttli, M., B. Roth Tran, and S.W. Watugala. 2019. Pricing poseidon: Extreme weather uncertainty and firm return dynamics.

  • Litterman, R., C.E. Anderson, N. Bullard, B. Caldecott, M.L. Cheung, J.T. Colas, R. Coviello, P.W. Davidson, J. Dukes, H.P. Duteil, et al. 2020. Managing climate risk in the U.S. financial system.

  • Macwilliams, J.J., S. La Monaca, and J. Kobus. 2019. Pg &e: Market and policy perspectives on the first climate change bankruptcy.

  • Matsumura, E.M., R. Prakash, and S.C. Vera-Munoz. 2017. To disclose or not to disclose climate-change risk in form 10-k: Does materiality lie in the eyes of the beholder? Available at SSRN 2986290.

  • McCarthy, J.J., O.F. Canziani, N.A. Leary, D.J. Dokken, K.S. White, et al. 2001. Climate change 2001: Impacts, adaptation, and vulnerability: Contribution of Working Group II to the third assessment report of the Intergovernmental Panel on Climate Change, vol. 2. Cambridge: Cambridge University Press.

    Google Scholar 

  • Moody’s. 2017. Us municipal bond defaults and recoveries, 1970–2016. Moody’s Investors Service.

  • Moody’s. 2018, August. General principles for assessing environmental, social and governance risks.

  • Murfin, J., and M. Spiegel. 2020. Is the risk of sea level rise capitalized in residential real estate? The Review of Financial Studies 33(3): 1217–1255.

    Article  Google Scholar 

  • Nauman, B. 2020, January. Municipal bond issuers face steeper borrowing costs from climate change. Financial Times.

  • Nguyen, D.D., S. Ongena, S. Qi, and V. Sila. 2020. Climate change risk and the costs of mortgage credit. Swiss Finance Institute Research Paper (20-97).

  • Norges Bank Investment Management. 2019. Responsibility report. https://www.nbim.no/contentassets/aaa1c4c4557e4619bd8345db022e981e/spu_responsible-investments-2019_web.pdf

  • Painter, M. 2020. An inconvenient cost: The effects of climate change on municipal bonds. Journal of Financial Economics 135(2): 468–482.

    Article  Google Scholar 

  • Pan, Y., E. Pikulina, S. Siegel, and T.Y. Wang. 2019. Equity market reaction to pay dispersion: Evidence from ceo-worker pay ratio disclosure. Available at SSRN.

  • Pankratz, N., R. Bauer, and J. Derwall. 2019. Climate change, firm performance, and investor surprises. Firm Performance, and Investor Surprises (May 21, 2019).

  • Reisch, M. 2005. Katrina’s impact: In hurricane's aftermath, chemical firms face higher costs and lower earnings. Chemical & Engineering News 83(38): 8.

  • Rhodium Group 2019, April. Clear, present and underpriced: The physical risks of climate change. Technical report. https://rhg.com/research/physical-risks-climate-blackrock/.

  • Rubin, D.B. 1973. Matching to remove bias in observational studies. Biometrics 29: 159–183.

    Article  Google Scholar 

  • SASB. 2016. Climate risk. Technical report, Technical Bulletin on Climate Risk.

  • Sautner, Z., L. van Lent, G. Vilkov, and R. Zhang. 2020. Firm-level climate change exposure. European Corporate Governance Institute–Finance Working Paper (686).

  • Seltzer, L.H., L. Starks, and Q. Zhu. 2022. Climate regulatory risk and corporate bonds. Technical report, National Bureau of Economic Research.

  • Stroebel, J. and J. Wurgler. 2021. What do you think about climate finance? Journal of Financial Economics 142(2): 487–498.

  • Sweet, W.V., R.E. Kopp, C.P. Weaver, J. Obeysekera, R.M. Horton, E.R. Thieler, and C. Zervas. 2017. Global and regional sea level rise scenarios for the United States (No. CO-OPS 083) .

  • Wilbanks, T.J., P.R. Lankao, M. Bao, F. Berkhout, S. Cairncross, J.-P. Ceron, M. Kapshe, R. Muir-Wood, and R. Zapata-Marti. 2007. Industry, settlement and society. In: Climate change 2007: Impacts, adaptation and vulnerability, contribution of working group II to the fourth assessment report of the intergovernmental panel on climate change, 357–390. Cambridge University Press.

  • Yang, H. 2018. Regional economic growth and firm performance. https://scholar.harvard.edu/heyang/publications/regional-economic-growth-and-firm-performance

  • Zhang, L., and M. Zhu. 2021. Corporate exposure to weather and bond yield spread. Available at SSRN 3547895.

Download references

Acknowledgements

I am thankful for the guidance and support of my dissertation adviser Linda Allen and committee members Brandon Lock, Sonali Hazarika, Lin Peng and Jun Wang. I am also thankful for the valuable comments and suggestions of David Ardia, Pedro Barroso, Monica Billio, James Bowden, Luis Ceballos (discussant), Chen Chen, Ricardo Cobral (discussant), Fabrizio Crespi, Xiaolu Hu, Michael King, Theophilus Teye Osah (discussant), Ali Sharhad (discussant), Kristif Struyfs, Stuart Turnbull, and Jue Wang (discussant), as well as the participants at the AFA Poster session, the 2021 European Financial Management Association (EFMA) conference, the 2021 International Workshop on Financial System Architecture and Stability (IWFSAS), the 2021 International Risk Management Conference (IRMC), the 2021 Financial Management Association conference (FMA), the 2021 World Finance and Banking Symposium, the 2020 Baruch Finance Brownbag and my fellow Ph.D. students at Baruch. I am also very grateful for receiving the John A. Doukas Doctoral Best Paper Award.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Elsa Allman.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Information

Below is the link to the electronic supplementary material.

Supplementary file1 (PDF 157 KB)

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Allman, E. Pricing climate change risk in corporate bonds. J Asset Manag 23, 596–618 (2022). https://doi.org/10.1057/s41260-022-00294-w

Download citation

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1057/s41260-022-00294-w

Keywords

JEL Classification

Navigation