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Predicting the Conditional Distribution of Risk Aversion The Role of Climate Risks in a Cross-Quantilogram Framework

Author

Listed:
  • Abeeb Olaniran

    (Department of Economics, University of Pretoria, South Africa)

  • David Gabauer

    (Department of Financial and Business Systems, Lincoln University, New Zealand)

  • Rangan Gupta

    (Department of Economics, University of Pretoria, Private Bag X20, Hatfield 0028, South Africa)

  • Onur Polat

    (Department of Public Finance, Bilecik Seyh Edebali University, Turkey)

Abstract

Climate-related risks have become a growing source of market disruption, with potential behavioral implications for investor decision-making. This study investigates whether and how climate risks influence risk aversion among market participants. Using a quantilogram approach, we examine the predictive power of different climate risk measures, covering both physical and transition risks, for a behavioral proxy of investor risk aversion. The analysis yields three key findings. First, climate risks significantly increase risk aversion, particularly in the lower and median quantiles of climate risk and the upper quantiles of risk aversion. Second, physical risks exert a stronger influence than transition risks, with global warming and U.S. climate-related policy uncertainty emerging as the most impactful within their respective categories. Third, the observed effects remain robust after controlling for other sources of macroeconomic and financial uncertainty. These findings suggest that climate risks can dampen investor risk appetite, a result with important implications for financial market stability and the design of disaster-related financial policy interventions.

Suggested Citation

  • Abeeb Olaniran & David Gabauer & Rangan Gupta & Onur Polat, 2025. "Predicting the Conditional Distribution of Risk Aversion The Role of Climate Risks in a Cross-Quantilogram Framework," Working Papers 202524, University of Pretoria, Department of Economics.
    • Handle: RePEc:pre:wpaper:202524
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    References listed on IDEAS

    as
    1. Afees A. Salisu & Rangan Gupta & Abeeb Olaniran, 2023. "The effect of oil uncertainty shock on real GDP of 33 countries: a global VAR approach," Applied Economics Letters, Taylor & Francis Journals, vol. 30(3), pages 269-274, February.
    2. Dario Caldara & Matteo Iacoviello, 2022. "Measuring Geopolitical Risk," American Economic Review, American Economic Association, vol. 112(4), pages 1194-1225, April.
    3. Wang, Jianxin & Yang, Minxian, 2013. "On the risk return relationship," Journal of Empirical Finance, Elsevier, vol. 21(C), pages 132-141.
    4. Linton, O. & Whang, Yoon-Jae, 2007. "The quantilogram: With an application to evaluating directional predictability," Journal of Econometrics, Elsevier, vol. 141(1), pages 250-282, November.
    5. 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.
    6. Ingwersen, Nicholas & Frankenberg, Elizabeth & Thomas, Duncan, 2023. "Evolution of risk aversion over five years after a major natural disaster," Journal of Development Economics, Elsevier, vol. 163(C).
    7. Arslan, Ruben C. & Brümmer, Martin & Dohmen, Thomas & Drewelies, Johanna & Hertwig, Ralph & Wagner, Gert G., 2020. "How people know their risk preference," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 10.
    8. Demirer, Riza & Gupta, Rangan & Suleman, Tahir & Wohar, Mark E., 2018. "Time-varying rare disaster risks, oil returns and volatility," Energy Economics, Elsevier, vol. 75(C), pages 239-248.
    9. Hong Chao & Chun-Yu Ho & Xiangdong Qin, 2017. "Risk taking after absolute and relative wealth changes: The role of reference point adaptation," Journal of Risk and Uncertainty, Springer, vol. 54(2), pages 157-186, April.
    10. Pablo Burriel & Iván Kataryniuk & Carlos Moreno Pérez & Francesca Viani, 2024. "A New Supply Bottlenecks Index Based on Newspaper Data," International Journal of Central Banking, International Journal of Central Banking, vol. 20(2), pages 17-67, April.
    11. Han, Heejoon & Linton, Oliver & Oka, Tatsushi & Whang, Yoon-Jae, 2016. "The cross-quantilogram: Measuring quantile dependence and testing directional predictability between time series," Journal of Econometrics, Elsevier, vol. 193(1), pages 251-270.
    12. Fama, Eugene F & MacBeth, James D, 1973. "Risk, Return, and Equilibrium: Empirical Tests," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 607-636, May-June.
    13. Jeong, Kiho & Härdle, Wolfgang K. & Song, Song, 2012. "A Consistent Nonparametric Test For Causality In Quantile," Econometric Theory, Cambridge University Press, vol. 28(4), pages 861-887, August.
    14. Yanping Liu & Bo Yan, 2025. "Correlation Between Investor Sentiment and Carbon Price Considering Economic Policy Uncertainty," Journal of Behavioral Finance, Taylor & Francis Journals, vol. 26(1), pages 64-81, January.
    15. Geert Bekaert & Eric C. Engstrom & Nancy R. Xu, 2022. "The Time Variation in Risk Appetite and Uncertainty," Management Science, INFORMS, vol. 68(6), pages 3975-4004, June.
    16. Lisa Cameron & Manisha Shah, 2015. "Risk-Taking Behavior in the Wake of Natural Disasters," Journal of Human Resources, University of Wisconsin Press, vol. 50(2), pages 484-515.
    17. Jennifer N. Carpenter, 2000. "Does Option Compensation Increase Managerial Risk Appetite?," Journal of Finance, American Finance Association, vol. 55(5), pages 2311-2331, October.
    18. Campbell, John Y, 1996. "Understanding Risk and Return," Journal of Political Economy, University of Chicago Press, vol. 104(2), pages 298-345, April.
    19. Nicholas Ingwersen & Elizabeth Frankenberg & Duncan Thomas, 2023. "Evolution of Risk Aversion over Five Years after a Major Natural Disaster," NBER Working Papers 31102, National Bureau of Economic Research, Inc.
    20. Jushan Bai & Pierre Perron, 2003. "Critical values for multiple structural change tests," Econometrics Journal, Royal Economic Society, vol. 6(1), pages 72-78, June.
    21. Orlando Llanos-Contreras & Jose Arias & Carlos Maquieira, 2021. "Risk taking behavior in Chilean listed family firms: a socioemotional wealth approach," International Entrepreneurship and Management Journal, Springer, vol. 17(1), pages 165-184, March.
    22. Pierre Chaigneau, 2015. "Risk aversion, prudence, and compensation," The European Journal of Finance, Taylor & Francis Journals, vol. 21(15), pages 1357-1373, December.
    23. Bourdeau-Brien, Michael & Kryzanowski, Lawrence, 2020. "Natural disasters and risk aversion," Journal of Economic Behavior & Organization, Elsevier, vol. 177(C), pages 818-835.
    24. Louis Daumas, 2021. "Should we fear transition risks - A review of the applied literature," Working Papers 2021.05, FAERE - French Association of Environmental and Resource Economists.
    25. repec:bla:jfinan:v:59:y:2004:i:1:p:207-225 is not listed on IDEAS
    26. Anusha Chari & Karlye Dilts Stedman & Christian Lundblad, 2023. "Risk-On Risk-Off: A Multifaceted Approach to Measuring Global Investor Risk Aversion," NBER Working Papers 31907, National Bureau of Economic Research, Inc.
    27. Gollier, Christian & Pratt, John W, 1996. "Risk Vulnerability and the Tempering Effect of Background Risk," Econometrica, Econometric Society, vol. 64(5), pages 1109-1123, September.
    28. Faccini, Renato & Matin, Rastin & Skiadopoulos, George, 2023. "Dissecting climate risks: Are they reflected in stock prices?," Journal of Banking & Finance, Elsevier, vol. 155(C).
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    JEL classification:

    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • G41 - Financial Economics - - Behavioral Finance - - - Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making in Financial Markets
    • Q54 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Climate; Natural Disasters and their Management; Global Warming

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