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Financial markets value skillful forecasts of seasonal climate

Author

Listed:
  • Derek Lemoine

    (University of Arizona
    National Bureau of Economic Research)

  • Sarah Kapnick

    (National Oceanic and Atmospheric Administration
    National Oceanic and Atmospheric Administration)

Abstract

Scientific agencies spend substantial sums producing and improving forecasts of seasonal climate, but they do so without much information about these forecasts’ value in practice. Here we show that financial market participants value the production of seasonal forecasts: options traders price the uncertainty generated by upcoming United States National Oceanic and Atmospheric Administration Winter and El Niño Outlooks. Each outlook affects firms throughout the economy, with total market capitalization of $6 and $13 trillion, respectively. A 1% improvement in the skill of the El Niño Outlook reduces firms’ exposure to a one standard deviation shock by $18 billion and induces traders to spend an additional $2 million hedging the outlook’s news. Firms must not be able to undertake ex-ante adaptation that would eliminate their exposure to the forecasted portion of seasonal climate without imposing substantial costs of its own.

Suggested Citation

  • Derek Lemoine & Sarah Kapnick, 2024. "Financial markets value skillful forecasts of seasonal climate," Nature Communications, Nature, vol. 15(1), pages 1-10, December.
  • Handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-024-48420-z
    DOI: 10.1038/s41467-024-48420-z
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    as
    1. Jieun Lee & Doojin Ryu, 2019. "The impacts of public news announcements on intraday implied volatility dynamics," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 39(6), pages 656-685, June.
    2. 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.
    3. Dorfleitner, Gregor & Wimmer, Maximilian, 2010. "The pricing of temperature futures at the Chicago Mercantile Exchange," Journal of Banking & Finance, Elsevier, vol. 34(6), pages 1360-1370, June.
    4. Robert C. Merton, 2005. "Theory of rational option pricing," World Scientific Book Chapters, in: Sudipto Bhattacharya & George M Constantinides (ed.), Theory Of Valuation, chapter 8, pages 229-288, World Scientific Publishing Co. Pte. Ltd..
    5. Robert Mendelsohn, 2019. "An Examination of Recent Revealed Preference Valuation Methods and Results," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 13(2), pages 267-282.
    6. Marshall Burke & Kyle Emerick, 2016. "Adaptation to Climate Change: Evidence from US Agriculture," American Economic Journal: Economic Policy, American Economic Association, vol. 8(3), pages 106-140, August.
    7. Roll, Richard, 1984. "Orange Juice and Weather," American Economic Review, American Economic Association, vol. 74(5), pages 861-880, December.
    8. David Blakeslee & Ram Fishman & Veena Srinivasan, 2020. "Way Down in the Hole: Adaptation to Long-Term Water Loss in Rural India," American Economic Review, American Economic Association, vol. 110(1), pages 200-224, January.
    9. Melissa Dell & Benjamin F. Jones & Benjamin A. Olken, 2014. "What Do We Learn from the Weather? The New Climate-Economy Literature," Journal of Economic Literature, American Economic Association, vol. 52(3), pages 740-798, September.
    10. Olivier Deschênes & Michael Greenstone, 2007. "The Economic Impacts of Climate Change: Evidence from Agricultural Output and Random Fluctuations in Weather," American Economic Review, American Economic Association, vol. 97(1), pages 354-385, March.
    11. Roger Cooke & Alexander Golub, 2020. "Market-based methods for monetizing uncertainty reduction," Environment Systems and Decisions, Springer, vol. 40(1), pages 3-13, March.
    12. Yi Liu & Wenju Cai & Xiaopei Lin & Ziguang Li & Ying Zhang, 2023. "Nonlinear El Niño impacts on the global economy under climate change," Nature Communications, Nature, vol. 14(1), pages 1-11, December.
    13. Kelly, David L. & Letson, David & Nelson, Forrest & Nolan, David S. & Solís, Daniel, 2012. "Evolution of subjective hurricane risk perceptions: A Bayesian approach," Journal of Economic Behavior & Organization, Elsevier, vol. 81(2), pages 644-663.
    14. Madhavan, Ananth, 2000. "Market microstructure: A survey," Journal of Financial Markets, Elsevier, vol. 3(3), pages 205-258, August.
    15. Geoffrey Heal & Jisung Park, 2016. "Editor's Choice Reflections—Temperature Stress and the Direct Impact of Climate Change: A Review of an Emerging Literature," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 10(2), pages 347-362.
    16. Black, Fischer & Scholes, Myron S, 1973. "The Pricing of Options and Corporate Liabilities," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 637-654, May-June.
    17. Andrew Dubinsky & Michael Johannes & Andreas Kaeck & Norman J Seeger, 2019. "Option Pricing of Earnings Announcement Risks," The Review of Financial Studies, Society for Financial Studies, vol. 32(2), pages 646-687.
    18. Elodie Blanc & Wolfram Schlenker, 2017. "The Use of Panel Models in Assessments of Climate Impacts on Agriculture," Review of Environmental Economics and Policy, Association of Environmental and Resource Economists, vol. 11(2), pages 258-279.
    19. Antony Millner & Daniel Heyen, 2021. "Prediction: The Long and the Short of It," American Economic Journal: Microeconomics, American Economic Association, vol. 13(1), pages 374-398, February.
    20. Schlenker, Wolfram & Taylor, Charles A., 2021. "Market expectations of a warming climate," Journal of Financial Economics, Elsevier, vol. 142(2), pages 627-640.
    21. Hull, John C & White, Alan D, 1987. "The Pricing of Options on Assets with Stochastic Volatilities," Journal of Finance, American Finance Association, vol. 42(2), pages 281-300, June.
    22. Addoum, Jawad M. & Ng, David T. & Ortiz-Bobea, Ariel, 2023. "Temperature shocks and industry earnings news," Journal of Financial Economics, Elsevier, vol. 150(1), pages 1-45.
    23. Batten,, Sandra & Sowerbutts, Rhiannon & Tanaka, Misa, 2016. "Let’s talk about the weather: the impact of climate change on central banks," Bank of England working papers 603, Bank of England.
    24. Stephen M. Horan, Jeffrey H. Peterson, and James Mahar, 2004. "Implied Volatility of Oil Futures Options Surrounding OPEC Meetings," The Energy Journal, International Association for Energy Economics, vol. 0(Number 3), pages 103-126.
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