IDEAS home Printed from https://ideas.repec.org/p/arx/papers/2606.14830.html

Pricing Excess-of-Loss Reinsurance and CAT Bonds under Climate Uncertainty: A Cox Process Framework with Temperature-Dependent Stochastic Intensity

Author

Listed:
  • Nader Karimi
  • Foad Shokrollahi

Abstract

This paper develops a climate-aware pricing framework for excess-of-loss (XL) reinsurance contracts and catastrophe (CAT) bonds under non-stationary catastrophe risk. Catastrophe arrivals are modeled as a Cox process whose stochastic intensity depends exponentially on a temperature-related climate index. To represent climate dynamics, the index is modeled as a mean-reverting Ornstein--Uhlenbeck process around a time-dependent warming trend. Within this setting, aggregate losses follow a compound Cox structure with lognormal severities. Pricing is performed under a reduced-form risk-adjusted measure, which provides a tractable valuation approach for XL reinsurance layers and binary zero-coupon CAT bond payoffs in an incomplete market setting. Because catastrophe losses are not dynamically replicable, the framework emphasizes scenario-based valuation rather than model-independent no-arbitrage bounds. A Monte Carlo valuation scheme is implemented to quantify the economic implications of climate-dependent catastrophe intensity. The numerical results show that climate dependence materially changes the loss-generation mechanism and affects the valuation of catastrophe-linked contracts. In the baseline calibration, the climate-aware model increases the excess-of-loss reinsurance premium and lowers the CAT bond price relative to the stationary benchmark. Furthermore, our analysis of the 99.5\% Tail Value-at-Risk (TVaR) indicates that stationary benchmarks may underestimate economic capital requirements by approximately 13.7\% compared to the climate-aware framework, highlighting the potential regulatory relevance of the proposed model. This finding highlights that benchmark design is critical for interpreting climate-pricing effects.

Suggested Citation

  • Nader Karimi & Foad Shokrollahi, 2026. "Pricing Excess-of-Loss Reinsurance and CAT Bonds under Climate Uncertainty: A Cox Process Framework with Temperature-Dependent Stochastic Intensity," Papers 2606.14830, arXiv.org.
  • Handle: RePEc:arx:papers:2606.14830
    as

    Download full text from publisher

    File URL: https://arxiv.org/pdf/2606.14830
    File Function: Latest version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Neil A. Doherty, 1997. "Financial Innovation in the Management of Catastrophe Risk," Center for Financial Institutions Working Papers 98-12, Wharton School Center for Financial Institutions, University of Pennsylvania.
    2. Lane, Morton N., 2000. "Pricing Risk Transfer Transactions1," ASTIN Bulletin, Cambridge University Press, vol. 30(2), pages 259-293, November.
    3. Mustapha Yakubu Madaki & Harald Kaechele & Miroslava Bavorova, 2023. "Agricultural insurance as a climate risk adaptation strategy in developing countries: a case of Nigeria," Climate Policy, Taylor & Francis Journals, vol. 23(6), pages 747-762, July.
    4. Neil A. Doherty, 1997. "Financial Innovation in the Management of Catastrophe Risk," Journal of Applied Corporate Finance, Morgan Stanley, vol. 10(3), pages 84-95, September.
    5. José Garrido & Xavier Milhaud & Anani Olympio & Max Popp, 2024. "Climate Risk and its Impact on Insurance [Risque climatique et impact en assurance]," Post-Print hal-04684629, HAL.
    6. Froot, Kenneth A., 2001. "The market for catastrophe risk: a clinical examination," Journal of Financial Economics, Elsevier, vol. 60(2-3), pages 529-571, May.
    7. Jose Garrido & Xavier Milhaud & Anani Olympio & Max Popp, 2024. "Climate Risk and its Impact on Insurance [Risque climatique et impact en assurance]," Post-Print hal-04684634, HAL.
    Full references (including those not matched with items on IDEAS)

    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. Götze, Tobias & Gürtler, Marc, 2020. "Hard markets, hard times: On the inefficiency of the CAT bond market," Journal of Corporate Finance, Elsevier, vol. 62(C).
    2. Nell, Martin & Richter, Andreas, 2004. "Catastrophic events as threats to society: Private and public risk management strategies," Working Papers on Risk and Insurance 12, University of Hamburg, Institute for Risk and Insurance.
    3. Bjoern Hagendorff & Jens Hagendorff & Kevin Keasey, 2013. "The Shareholder Wealth Effects of Insurance Securitization: Preliminary Evidence from the Catastrophe Bond Market," Journal of Financial Services Research, Springer;Western Finance Association, vol. 44(3), pages 281-301, December.
    4. Lin, Yijia & Cox, Samuel H., 2008. "Securitization of catastrophe mortality risks," Insurance: Mathematics and Economics, Elsevier, vol. 42(2), pages 628-637, April.
    5. Neil A. Doherty & Harris Schlesinger, 2001. "Insurance Contracts and Securitization," CESifo Working Paper Series 559, CESifo.
    6. Andreas Richter, 2004. "Moderne Finanzinstrumente im Rahmen des Katastrophen-Risk-Managements — Basisrisiko versus Ausfallrisiko," Schmalenbach Journal of Business Research, Springer, vol. 56(2), pages 99-121, March.
    7. Cummins, J David & Mahul, Olivier, 2003. "Optimal Insurance with Divergent Beliefs about Insurer Total Default Risk," Journal of Risk and Uncertainty, Springer, vol. 27(2), pages 121-138, October.
    8. Richard E. Stewart & Barbara D. Stewart, 2001. "The Loss of the Certainty Effect," Risk Management and Insurance Review, American Risk and Insurance Association, vol. 4(2), pages 29-49, September.
    9. Silke Finken & Christian Laux, 2009. "Catastrophe Bonds and Reinsurance: The Competitive Effect of Information‐Insensitive Triggers," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 76(3), pages 579-605, September.
    10. Cummins, J. David & Lalonde, David & Phillips, Richard D., 2004. "The basis risk of catastrophic-loss index securities," Journal of Financial Economics, Elsevier, vol. 71(1), pages 77-111, January.
    11. Fabio Pizzutilo & Elisabetta Venezia, 2018. "Are catastrophe bonds effective financial instruments in the transport and infrastructure industries? Evidence from international financial markets," Business and Economic Horizons (BEH), Prague Development Center, vol. 14(2), pages 256-267, April.
    12. Hangsuck Lee & Minha Lee & Jimin Hong, 2024. "Optimal insurance for repetitive natural disasters under moral hazard," Journal of Economics, Springer, vol. 143(3), pages 247-277, December.
    13. Tobias Götze & Marc Gürtler & Eileen Witowski, 2020. "Improving CAT bond pricing models via machine learning," Journal of Asset Management, Palgrave Macmillan, vol. 21(5), pages 428-446, September.
    14. George Halkos & Argyro Zisiadou, 2021. "Can We Hedge an Investment Against A Potential Unexpected Environmental Disaster?," Economics of Disasters and Climate Change, Springer, vol. 5(3), pages 355-365, October.
    15. Peter Carayannopoulos & Olga Kanj & M. Fabricio Perez, 2022. "Pricing dynamics in the market for catastrophe bonds," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 47(1), pages 172-202, January.
    16. Alexis Louaas & Pierre Picard, 2022. "Optimal Nuclear Liability Insurance," The Energy Journal, , vol. 43(1), pages 97-115, January.
    17. Eckhard Platen & David Taylor, 2016. "Loading Pricing of Catastrophe Bonds and Other Long-Dated, Insurance-Type Contracts," Research Paper Series 379, Quantitative Finance Research Centre, University of Technology, Sydney.
    18. Galeotti, Marcello & Gürtler, Marc & Winkelvos, Christine, 2009. "Accuracy of premium calculation models for CAT bonds: An empirical analysis," Working Papers IF29V4, Technische Universität Braunschweig, Institute of Finance.
    19. Niakh, Fallou & Bassière, Alicia & Denuit, Michel & Robert, Christian, 2025. "Peer-to-Peer Basis Risk Management for Renewable Production Parametric Insurance," LIDAM Discussion Papers ISBA 2025007, Université catholique de Louvain, Institute of Statistics, Biostatistics and Actuarial Sciences (ISBA).
    20. Götze, Tobias & Gürtler, Marc, 2020. "Risk transfer and moral hazard: An examination on the market for insurance-linked securities," Journal of Economic Behavior & Organization, Elsevier, vol. 180(C), pages 758-777.

    More about this item

    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:arx:papers:2606.14830. 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: arXiv administrators (email available below). General contact details of provider: https://arxiv.org/ .

    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.