IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0288979.html

Climate, race, and the cost of capital in the municipal bond market

Author

Listed:
  • Erika Smull
  • Evan Kodra
  • Adam Stern
  • Andrew Teras
  • Michael Bonanno
  • Martin Doyle

Abstract

Both climate risk and race are factors that may affect municipal bond yields, yet each has received relatively limited empirical research attention. We analyzed > 712,000 municipal bonds representing nearly 2 trillion USD in par outstanding, focusing on credit spread or the difference between a debt issuer’s interest cost to borrow and a benchmark “risk-free” municipal rate. The relationship between credit spread and physical climate risk is significant and slightly positive, yet the coefficient indicates no meaningful spread penalty for increased physical climate risk. We also find that racial composition (the percent of a community that is Black) explains a statistically significant and meaningful portion of municipal credit spreads, even after controlling for a variety of variables in domains such as geographic location of issuer, bond structure (e.g., bond maturity), credit rating, and non-race economic variables (e.g., per capita income). Assuming 4 trillion USD in annual outstanding par across the entire municipal market, and weighting each issuer by its percent Black, an estimated 19 basis point (bp) penalty for Black Americans sums to approximately 900 million USD annually in aggregate. Our combined findings indicate a systemic mispricing of risk in the municipal bond market, where race impacts the cost of capital, and climate does not.

Suggested Citation

  • Erika Smull & Evan Kodra & Adam Stern & Andrew Teras & Michael Bonanno & Martin Doyle, 2023. "Climate, race, and the cost of capital in the municipal bond market," PLOS ONE, Public Library of Science, vol. 18(8), pages 1-22, August.
  • Handle: RePEc:plo:pone00:0288979
    DOI: 10.1371/journal.pone.0288979
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0288979
    Download Restriction: no

    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0288979&type=printable
    Download Restriction: no

    File URL: https://libkey.io/10.1371/journal.pone.0288979?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Jun Kyung Auh & Jaewon Choi & Tatyana Deryugina & Tim Park, 2022. "Natural Disasters and Municipal Bonds," NBER Working Papers 30280, National Bureau of Economic Research, Inc.
    2. Alberto Abadie & Susan Athey & Guido W Imbens & Jeffrey M Wooldridge, 2023. "When Should You Adjust Standard Errors for Clustering?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 138(1), pages 1-35.
    3. Detlef Vuuren & Jae Edmonds & Mikiko Kainuma & Keywan Riahi & Allison Thomson & Kathy Hibbard & George Hurtt & Tom Kram & Volker Krey & Jean-Francois Lamarque & Toshihiko Masui & Malte Meinshausen & N, 2011. "The representative concentration pathways: an overview," Climatic Change, Springer, vol. 109(1), pages 5-31, November.
    4. 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.
    5. CS Ponder, 2021. "Spatializing the Municipal Bond Market: Urban Resilience under Racial Capitalism," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 111(7), pages 2112-2129, November.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Chen, Yiyang & Mamon, Rogemar & Spagnolo, Fabio & Spagnolo, Nicola, 2025. "Stock market returns and climate risk in the U.S," Journal of Multinational Financial Management, Elsevier, vol. 77(C).
    2. Li, Yi & Li, Yang & Wang, Zhaohua, 2025. "Counting the carbon burden: Evidence from municipal bonds in China," Energy Economics, Elsevier, vol. 148(C).
    3. Baridhi Malakar, 2024. "Essays on Responsible and Sustainable Finance," Papers 2406.12995, arXiv.org.
    4. Del Giudice, Alfonso & Rigamonti, Silvia & Signori, Andrea, 2025. "Climate change risk and green bond pricing," Journal of Empirical Finance, Elsevier, vol. 82(C).
    5. Sofia Anyfantaki & Marianna Blix Grimaldi & Carlos Madeira & Simona Malovana & Georgios Papadopoulos, 2025. "Decoding climate-related risks in sovereign bond pricing: a global perspective," Working Papers 347, Bank of Greece.
    6. Siamak Javadi & Abdullah‐Al Masum & Mohsen Aram & Ramesh P. Rao, 2023. "Climate change and corporate cash holdings: Global evidence," Financial Management, Financial Management Association International, vol. 52(2), pages 253-295, June.
    7. José-Luis Peydró [AP BACKUP – NOW EXTERNAL] & Mikel Bedayo & Raquel Vegas & Gabriel Jiménez & José-Luis Peydró, 2020. "Screening and Loan Origination Time: Lending Standards, Loan Defaults and Bank Failures," Working Papers 1215, Barcelona School of Economics.
    8. Slätis, Victor, 2026. "The Modernity Trap : Structural Constraints on Fertility in Wealthy Democracies," SocArXiv xbe6p_v1, Center for Open Science.
    9. Liu, Wen & Xu, Zhicheng, 2025. "Lost in translation: Dialect distance, social assimilation and immigrant crimes in China," China Economic Review, Elsevier, vol. 91(C).
    10. Timothy J. Bartik & Nathan Sotherland, 2019. "Local Job Multipliers in the United States: Variation with Local Characteristics and with High-Tech Shocks," Upjohn Working Papers 19-301, W.E. Upjohn Institute for Employment Research.
    11. Gupta, Rishabh & Mishra, Ashok, 2019. "Climate change induced impact and uncertainty of rice yield of agro-ecological zones of India," Agricultural Systems, Elsevier, vol. 173(C), pages 1-11.
    12. Francis,David C. & Kubinec ,Robert, 2022. "Beyond Political Connections : A Measurement Model Approach to Estimating Firm-levelPolitical Influence in 41 Economies," Policy Research Working Paper Series 10119, The World Bank.
    13. Dodd, Joe & Munford, Luke & Sutton, Matt & Francetic, Igor, 2025. "The effect of area-level waiting times for psychological therapies on individual-level labour market outcomes," Labour Economics, Elsevier, vol. 96(C).
    14. Joo, Hailey Hayeon & Lee, Jungmin, 2018. "Encountering female politicians," Journal of Economic Behavior & Organization, Elsevier, vol. 151(C), pages 88-122.
    15. Pascalle Smith & Georg Heinrich & Martin Suklitsch & Andreas Gobiet & Markus Stoffel & Jürg Fuhrer, 2014. "Station-scale bias correction and uncertainty analysis for the estimation of irrigation water requirements in the Swiss Rhone catchment under climate change," Climatic Change, Springer, vol. 127(3), pages 521-534, December.
    16. T.M.L. Wigley, 2018. "The Paris warming targets: emissions requirements and sea level consequences," Climatic Change, Springer, vol. 147(1), pages 31-45, March.
    17. repec:ags:aaea22:343581 is not listed on IDEAS
    18. Huang, Xiaowei & Cheng, Ge & Zhang, Man, 2025. "Climate change risk and real estate prices—Micro evidence from coastal cities in China," Pacific-Basin Finance Journal, Elsevier, vol. 90(C).
    19. Cappelletti, Matilde & Giuffrida, Leonardo M., 2022. "Targeted bidders in government tenders," ZEW Discussion Papers 22-030, ZEW - Leibniz Centre for European Economic Research.
    20. Su, Yueying & Li, Jialong & Li, Zhicheng & Wu, Cathy, 2025. "CEO inside debt holdings and climate risk concerns in corporate acquisition," Finance Research Letters, Elsevier, vol. 71(C).
    21. Islam, AFM Tariqul & Islam, AKM Saiful & Islam, GM Tarekul & Bala, Sujit Kumar & Salehin, Mashfiqus & Choudhury, Apurba Kanti & Dey, Nepal C. & Hossain, Akbar, 2022. "Adaptation strategies to increase water productivity of wheat under changing climate," Agricultural Water Management, Elsevier, vol. 264(C).

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:plo:pone00:0288979. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.