IDEAS home Printed from https://ideas.repec.org/p/fip/fedfwp/93259.html
   My bibliography  Save this paper

Pricing Poseidon: Extreme Weather Uncertainty and Firm Return Dynamics

Author

Abstract

We present a framework to identify market responses to uncertainty faced by firms regarding both the potential incidence of extreme weather events and subsequent economic impact. Stock options of firms with establishments in forecast and realized hurricane landfall regions exhibit large increases in implied volatility, reflecting significant incidence uncertainty and long-lasting impact uncertainty. Comparing ex ante expected volatility to ex post realized volatility by analyzing volatility risk premia changes shows that investors significantly underestimate extreme weather uncertainty. After Hurricane Sandy, this underreaction diminishes and, consistent with Merton (1987), these increases in idiosyncratic volatility are associated with positive expected stock returns.

Suggested Citation

  • Mathias S. Kruttli & Brigitte Roth Tran & Sumudu W. Watugala, 2021. "Pricing Poseidon: Extreme Weather Uncertainty and Firm Return Dynamics," Working Paper Series 2021-23, Federal Reserve Bank of San Francisco.
  • Handle: RePEc:fip:fedfwp:93259
    DOI: 10.24148/wp2021-23
    as

    Download full text from publisher

    File URL: https://www.frbsf.org/economic-research/publications/working-papers/2021/23/
    File Function: Full text - article PDF
    Download Restriction: no

    File URL: https://www.frbsf.org/economic-research/files/wp2021-23_appendix.pdf
    File Function: Supplemental Appendix PDF
    Download Restriction: no

    File URL: https://libkey.io/10.24148/wp2021-23?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
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Hong, Harrison & Yogo, Motohiro, 2012. "What does futures market interest tell us about the macroeconomy and asset prices?," Journal of Financial Economics, Elsevier, vol. 105(3), pages 473-490.
    2. Ian W. R. Martin & Christian Wagner, 2019. "What Is the Expected Return on a Stock?," Journal of Finance, American Finance Association, vol. 74(4), pages 1887-1929, August.
    3. Ariel R. Belasen & Solomon W. Polachek, 2008. "How Hurricanes Affect Wages and Employment in Local Labor Markets," American Economic Review, American Economic Association, vol. 98(2), pages 49-53, May.
    4. Bryan Kelly & Ľuboš Pástor & Pietro Veronesi, 2016. "The Price of Political Uncertainty: Theory and Evidence from the Option Market," Journal of Finance, American Finance Association, vol. 71(5), pages 2417-2480, October.
    5. Rehse, Dominik & Riordan, Ryan & Rottke, Nico & Zietz, Joachim, 2019. "The effects of uncertainty on market liquidity: Evidence from Hurricane Sandy," Journal of Financial Economics, Elsevier, vol. 134(2), pages 318-332.
    6. Lubos Pástor & Pietro Veronesi, 2012. "Uncertainty about Government Policy and Stock Prices," Journal of Finance, American Finance Association, vol. 67(4), pages 1219-1264, August.
    7. 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.
    8. Semir Ben Ammar, 2020. "Catastrophe Risk and the Implied Volatility Smile," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 87(2), pages 381-405, June.
    9. Hu, Guanglian & Jacobs, Kris, 2020. "Volatility and Expected Option Returns," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 55(3), pages 1025-1060, May.
    10. Nicholas Bloom, 2009. "The Impact of Uncertainty Shocks," Econometrica, Econometric Society, vol. 77(3), pages 623-685, May.
    11. Keith Barnatchez & Leland D. Crane & Ryan A. Decker, 2017. "An Assessment of the National Establishment Time Series (NETS) Database," Finance and Economics Discussion Series 2017-110, Board of Governors of the Federal Reserve System (U.S.).
    12. Dessaint, Olivier & Matray, Adrien, 2017. "Do managers overreact to salient risks? Evidence from hurricane strikes," Journal of Financial Economics, Elsevier, vol. 126(1), pages 97-121.
    13. Nick Bloom & Stephen Bond & John Van Reenen, 2007. "Uncertainty and Investment Dynamics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 74(2), pages 391-415.
    14. Sean D. Campbell & Francis X. Diebold, 2005. "Weather Forecasting for Weather Derivatives," Journal of the American Statistical Association, American Statistical Association, vol. 100, pages 6-16, March.
    15. Jean-Noël Barrot & Julien Sauvagnat, 2016. "Input Specificity and the Propagation of Idiosyncratic Shocks in Production Networks," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(3), pages 1543-1592.
    16. Belasen, Ariel R. & Polachek, Solomon, 2008. "How Hurricanes Affect Employment and Wages in Local Labor Markets," IZA Discussion Papers 3407, Institute of Labor Economics (IZA).
    17. Boudoukh, Jacob & Richardson, Matthew & Shen, YuQing (Jeff) & Whitelaw, Robert F., 2007. "Do asset prices reflect fundamentals? Freshly squeezed evidence from the OJ market," Journal of Financial Economics, Elsevier, vol. 83(2), pages 397-412, February.
    18. Scott R. Baker & Nicholas Bloom & Steven J. Davis, 2016. "Measuring Economic Policy Uncertainty," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1593-1636.
    19. Roll, Richard, 1984. "Orange Juice and Weather," American Economic Review, American Economic Association, vol. 74(5), pages 861-880, December.
    20. Dmitriy Muravyev, 2016. "Order Flow and Expected Option Returns," Journal of Finance, American Finance Association, vol. 71(2), pages 673-708, April.
    21. Rui Albuquerque, 2012. "Skewness in Stock Returns: Reconciling the Evidence on Firm Versus Aggregate Returns," The Review of Financial Studies, Society for Financial Studies, vol. 25(5), pages 1630-1673.
    22. Ben S. Bernanke, 1983. "Irreversibility, Uncertainty, and Cyclical Investment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 98(1), pages 85-106.
    23. David Neumark & Brandon Wall & Junfu Zhang, 2011. "Do Small Businesses Create More Jobs? New Evidence for the United States from the National Establishment Time Series," The Review of Economics and Statistics, MIT Press, vol. 93(1), pages 16-29, August.
    24. Marianne Bertrand & Esther Duflo & Sendhil Mullainathan, 2004. "How Much Should We Trust Differences-In-Differences Estimates?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(1), pages 249-275.
    25. Gustavo Grullon & Evgeny Lyandres & Alexei Zhdanov, 2012. "Real Options, Volatility, and Stock Returns," Journal of Finance, American Finance Association, vol. 67(4), pages 1499-1537, August.
    26. Mats Andersson & Patrick Bolton & Frédéric Samama, 2016. "Hedging Climate Risk," Financial Analysts Journal, Taylor & Francis Journals, vol. 72(3), pages 13-32, May.
    27. Merton, Robert C, 1987. "A Simple Model of Capital Market Equilibrium with Incomplete Information," Journal of Finance, American Finance Association, vol. 42(3), pages 483-510, July.
    28. Brandon Julio & Youngsuk Yook, 2012. "Political Uncertainty and Corporate Investment Cycles," Journal of Finance, American Finance Association, vol. 67(1), pages 45-84, February.
    29. Joshua D. Coval & Tyler Shumway, 2001. "Expected Option Returns," Journal of Finance, American Finance Association, vol. 56(3), pages 983-1009, June.
    30. Easley, David & O'Hara, Maureen, 2010. "Liquidity and valuation in an uncertain world," Journal of Financial Economics, Elsevier, vol. 97(1), pages 1-11, July.
    31. Goyal, Amit & Saretto, Alessio, 2009. "Cross-section of option returns and volatility," Journal of Financial Economics, Elsevier, vol. 94(2), pages 310-326, November.
    32. Fama, Eugene F. & French, Kenneth R., 1993. "Common risk factors in the returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 33(1), pages 3-56, February.
    33. Jens, Candace E., 2017. "Political uncertainty and investment: Causal evidence from U.S. gubernatorial elections," Journal of Financial Economics, Elsevier, vol. 124(3), pages 563-579.
    34. Peter Carr & Liuren Wu, 2009. "Variance Risk Premiums," The Review of Financial Studies, Society for Financial Studies, vol. 22(3), pages 1311-1341, March.
    35. Duffee, Gregory R., 1995. "Stock returns and volatility A firm-level analysis," Journal of Financial Economics, Elsevier, vol. 37(3), pages 399-420, March.
    36. Scott A. Imberman & Adriana D. Kugler & Bruce I. Sacerdote, 2012. "Katrina's Children: Evidence on the Structure of Peer Effects from Hurricane Evacuees," American Economic Review, American Economic Association, vol. 102(5), pages 2048-2082, August.
    37. Brigitte Roth Tran, 2019. "Divest, Disregard, or Double Down? Philanthropic Endowment Investments in Objectionable Firms," American Economic Review: Insights, American Economic Association, vol. 1(2), pages 241-256, September.
    38. Gennaro Bernile & Vineet Bhagwat & P. Raghavendra Rau, 2017. "What Doesn't Kill You Will Only Make You More Risk-Loving: Early-Life Disasters and CEO Behavior," Journal of Finance, American Finance Association, vol. 72(1), pages 167-206, February.
    39. Hong, Harrison & Li, Frank Weikai & Xu, Jiangmin, 2019. "Climate risks and market efficiency," Journal of Econometrics, Elsevier, vol. 208(1), pages 265-281.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Mirza, Nawazish & Umar, Muhammad & Horobet, Alexandra & Boubaker, Sabri, 2024. "Effects of climate change and technological capex on credit risk cycles in the European Union," Technological Forecasting and Social Change, Elsevier, vol. 204(C).
    2. Charles Fries & François Gourio, 2020. "Adaptation and the Cost of Rising Temperature for the U.S. Economy," Working Paper Series WP 2020-08, Federal Reserve Bank of Chicago.
    3. Kakuho Furukawa & Hibiki Ichiue & Noriyuki Shiraki, 2020. "How Does Climate Change Interact with the Financial System? A Survey," Bank of Japan Working Paper Series 20-E-8, Bank of Japan.
    4. Reghezza, Alessio & Altunbas, Yener & Marques-Ibanez, David & Rodriguez d’Acri, Costanza & Spaggiari, Martina, 2022. "Do banks fuel climate change?," Journal of Financial Stability, Elsevier, vol. 62(C).
    5. Elsa Allman, 2022. "Pricing climate change risk in corporate bonds," Journal of Asset Management, Palgrave Macmillan, vol. 23(7), pages 596-618, December.
    6. Andrew B. Martinez, 2020. "Forecast Accuracy Matters for Hurricane Damage," Econometrics, MDPI, vol. 8(2), pages 1-24, May.
    7. Xu, Weidong & Gao, Xin & Xu, Hao & Li, Donghui, 2022. "Does global climate risk encourage companies to take more risks?," Research in International Business and Finance, Elsevier, vol. 61(C).
    8. Joost Bats & Giovanna Bua & Daniel Kapp, 2023. "Physical and transition risk premiums in euro area corporate bond markets," Working Papers 761, DNB.
    9. Bats, Joost Victor & Bua, Giovanna & Kapp, Daniel, 2024. "Physical and transition risk premiums in euro area corporate bond markets," Working Paper Series 2899, European Central Bank.
    10. Tristan Jourde & Arthur Stalla-Bourdillon, 2024. "PEnvironmental Preferences and Sector Valuations," Working papers 964, Banque de France.
    11. Gong, Xu & Fu, Chengbo & Huang, Qiping & Lin, Meimei, 2022. "International political uncertainty and climate risk in the stock market," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 81(C).
    12. Gregory, Richard P., 2021. "Climate disasters, carbon dioxide, and financial fundamentals," The Quarterly Review of Economics and Finance, Elsevier, vol. 79(C), pages 45-58.
    13. Brei, Michael & Mohan, Preeya & Perez Barahona, Agustin & Strobl, Eric, 2024. "Transmission of natural disasters to the banking sector: Evidence from thirty years of tropical storms in the Caribbean," Journal of International Money and Finance, Elsevier, vol. 141(C).
    14. Venturini, Alessio, 2022. "Climate change, risk factors and stock returns: A review of the literature," International Review of Financial Analysis, Elsevier, vol. 79(C).
    15. Sangmin Oh & Ishita Sen & Ana-Maria Tenekedjieva, 2022. "Pricing of Climate Risk Insurance: Regulation and Cross-Subsidies," Finance and Economics Discussion Series 2022-064, Board of Governors of the Federal Reserve System (U.S.).
    16. Azar, José & Duro, Miguel & Kadach, Igor & Ormazabal, Gaizka, 2021. "The Big Three and corporate carbon emissions around the world," Journal of Financial Economics, Elsevier, vol. 142(2), pages 674-696.
    17. Renato Molina & Ivan Rudik, 2022. "The Social Value of Predicting Hurricanes," CESifo Working Paper Series 10049, CESifo.
    18. Drudi, Francesco & Moench, Emanuel & Holthausen, Cornelia & Weber, Pierre-François & Ferrucci, Gianluigi & Setzer, Ralph & Adao, Bernardino & Dées, Stéphane & Alogoskoufis, Spyros & Téllez, Mar Delgad, 2021. "Climate change and monetary policy in the euro area," Occasional Paper Series 271, European Central Bank.
    19. Michael Barnett, 2024. "A Run on Fossil Fuel? Climate Change and Transition Risk," Papers 2410.00902, arXiv.org.
    20. Jakob Miethe, 2020. "The Elusive Banker: Using Hurricanes to Uncover (Non-)Activity in Offshore Financial Centers," CESifo Working Paper Series 8625, CESifo.

    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. Luo, Yan & Zhang, Chenyang, 2020. "Economic policy uncertainty and stock price crash risk," Research in International Business and Finance, Elsevier, vol. 51(C).
    2. Xu, Zhaoxia, 2020. "Economic policy uncertainty, cost of capital, and corporate innovation," Journal of Banking & Finance, Elsevier, vol. 111(C).
    3. Tarkom, Augustine & Ujah, Nacasius U., 2023. "Global policy uncertainty and working capital management: Does national culture matter?," Technological Forecasting and Social Change, Elsevier, vol. 196(C).
    4. Frank Obenpong Kwabi & Emmanuel Adegbite & Ernest Ezeani & Chizindu Wonu & Henry Mumbi, 2024. "Political uncertainty and stock market liquidity, size, and transaction cost: The role of institutional quality," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 29(2), pages 2030-2048, April.
    5. Tarkom, Augustine & Ujah, Nacasius U., 2023. "Inflation, interest rate, and firm efficiency: The impact of policy uncertainty," Journal of International Money and Finance, Elsevier, vol. 131(C).
    6. William, Mbanyele & Fengrong, Wang, 2022. "Economic policy uncertainty and industry innovation: Cross country evidence," The Quarterly Review of Economics and Finance, Elsevier, vol. 84(C), pages 208-228.
    7. Bernardina Algieri, 2021. "Fast & furious: Do psychological and legal factors affect commodity price volatility?," The World Economy, Wiley Blackwell, vol. 44(4), pages 980-1017, April.
    8. Al-Thaqeb, Saud Asaad & Algharabali, Barrak Ghanim, 2019. "Economic policy uncertainty: A literature review," The Journal of Economic Asymmetries, Elsevier, vol. 20(C).
    9. Afzali, Mansoor & Ҫolak, Gönül & Fu, Mengchuan, 2021. "Economic uncertainty and corruption: Evidence from public and private firms," Journal of Financial Stability, Elsevier, vol. 57(C).
    10. Jens, Candace E., 2017. "Political uncertainty and investment: Causal evidence from U.S. gubernatorial elections," Journal of Financial Economics, Elsevier, vol. 124(3), pages 563-579.
    11. Caixe, Daniel Ferreira, 2022. "Corporate governance and investment sensitivity to policy uncertainty in Brazil," Emerging Markets Review, Elsevier, vol. 51(PB).
    12. Kwabi, Frank Obenpong & Boateng, Agyenim & Wonu, Chizindu & Kariuki, Charles & Du, Anna, 2023. "Political uncertainty and cross-border equity portfolio allocation decisions: International evidence," International Review of Financial Analysis, Elsevier, vol. 87(C).
    13. Nguyen, Thanh Cong, 2022. "Economic policy uncertainty: The probability and duration of economic recessions in major European Union countries," Research in International Business and Finance, Elsevier, vol. 62(C).
    14. Drobetz, Wolfgang & El Ghoul, Sadok & Guedhami, Omrane & Janzen, Malte, 2018. "Policy uncertainty, investment, and the cost of capital," Journal of Financial Stability, Elsevier, vol. 39(C), pages 28-45.
    15. Yuan, Tiezhen & Wu, Ji (George) & Qin, Ni & Xu, Jian, 2022. "Being nice to stakeholders: The effect of economic policy uncertainty on corporate social responsibility," Economic Modelling, Elsevier, vol. 108(C).
    16. Peng, Daoju & Colak, Gonul & Shen, Jianfu, 2023. "Lean against the wind: The effect of policy uncertainty on a firm's corporate social responsibility strategy," Journal of Corporate Finance, Elsevier, vol. 79(C).
    17. Tran, Quoc Trung, 2021. "Economic policy uncertainty and cost of debt financing: International evidence," The North American Journal of Economics and Finance, Elsevier, vol. 57(C).
    18. Cheng, Mengyao, 2022. "Legislative gridlock and stock return dispersion around roll-call votes," Journal of Banking & Finance, Elsevier, vol. 138(C).
    19. Choi, Wonseok & Chung, Chune Young & Wang, Kainan, 2022. "Firm-level political risk and corporate investment," Finance Research Letters, Elsevier, vol. 46(PA).
    20. Saud Asaad Al‐Thaqeb & Barrak Ghanim Algharabali & Khaled Tareq Alabdulghafour, 2022. "The pandemic and economic policy uncertainty," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 27(3), pages 2784-2794, July.

    More about this item

    Keywords

    extreme weather; uncertainty; implied volatility; expected returns; climate risks;
    All these keywords.

    JEL classification:

    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • Q54 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Climate; Natural Disasters and their Management; Global Warming

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:fip:fedfwp:93259. 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: Federal Reserve Bank of San Francisco Research Library (email available below). General contact details of provider: https://edirc.repec.org/data/frbsfus.html .

    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.