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

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  • 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
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    References listed on IDEAS

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    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.
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    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.
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