2023
DOI: 10.1371/journal.pone.0288979
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Climate, race, and the cost of capital in the municipal bond market

Erika Smull,
Evan Kodra,
Adam Stern
et al.

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 n… Show more

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Cited by 7 publications
(5 citation statements)
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“…24 The caveat with using survey data on climate change perception is that they reflect the overall views of residents within a county and does not specifically represent the perspectives of municipal bond investors. 49 Water consumption and public perception both demonstrate a moderating effect on the water risk premium in bond pricing. Counties with higher water consumption show a stronger bond premium response to flood and drought risks.…”
Section: ■ Results and Discussionmentioning
confidence: 99%
See 1 more Smart Citation
“…24 The caveat with using survey data on climate change perception is that they reflect the overall views of residents within a county and does not specifically represent the perspectives of municipal bond investors. 49 Water consumption and public perception both demonstrate a moderating effect on the water risk premium in bond pricing. Counties with higher water consumption show a stronger bond premium response to flood and drought risks.…”
Section: ■ Results and Discussionmentioning
confidence: 99%
“…Additionally, we rely on perception of climate change as a proxy for volatility, a methodology in line with previous studies . The caveat with using survey data on climate change perception is that they reflect the overall views of residents within a county and does not specifically represent the perspectives of municipal bond investors …”
Section: Resultsmentioning
confidence: 99%
“…They are likely also balancing multi-level financial and political considerations, including maintenance of their local tax base and municipal financial ratings, shrinking access to insurance, divergences in resident preferences, legal risks from declines in government services, and the legacy challenges of their broader socioeconomic context (Kousky, 2022;Ruppert et al, 2019;Shi et al, 2023;Smull et al, 2022). The options available to the municipality depend on wide-ranging interactions across the behaviors of individual households, the institutions and markets shaping investments, and the local-to-global policy landscape (Berrang-Ford et al, 2021;Hallegatte et al, 2016;Moore et al, 2022;Smull et al, 2023). When the next climate-related disaster strikes, should the town and its residents prioritize rebuilding, ideally more safely, in this increasingly perilous place, or should it try something radically new, such as merging with another local government and encouraging relocation to a safer area (Hallegatte et al, 2016;Mach & Siders, 2021)?…”
Section: Introductionmentioning
confidence: 99%
“…Loftus et al (2022), Eldemire et al (2022) and Smull et al (2022) findings were discussed at the 11th Annual Municipal Finance Conference organized by the Brookings Institution (Brookings Office of Communications, n.d. ).…”
mentioning
confidence: 99%
“… 86. In summary, they conclude, there is “a systemic mispricing of risk in the municipal bond market, where race impacts the cost of capital, and climate does not” (Smull et al, 2022, page 1). …”
mentioning
confidence: 99%