IDEAS home Printed from https://ideas.repec.org/p/arx/papers/2604.11143.html

Temperature Anomalies and Climate Physical Risk in Portfolio Construction

Author

Listed:
  • Michele Azzone
  • Carlo Bechi
  • Gabriele Sbaiz

Abstract

Driven by the increasing frequency and intensity of natural disasters and chronic climate threats, we investigate the impact of physical climate risk on global equity portfolios. By employing a panel regression analysis on sectoral returns, we provide statistical evidence that extreme temperature events exert a negative effect on most sectors. We introduce two novel metrics based on these temperature anomalies, Climate Risk Exposure and Climate Exposure Volatility, in order to measure the environmental vulnerability of a portfolio. Unlike available static country-level indices, these metrics incorporate the time varying probability of extreme events and their relations with firm-specific asset intensity. We integrate these measures into a multi-objective portfolio optimization framework. This approach extends the traditional Mean-Variance paradigm, allowing investors to construct portfolios that are resilient to physical climate shocks without sacrificing diversification. Finally, we conduct a backtesting analysis to show the practical benefits of incorporating these climate risk metrics into the investment process, evaluating how climate-aware strategies perform relative to traditional benchmarks.

Suggested Citation

  • Michele Azzone & Carlo Bechi & Gabriele Sbaiz, 2026. "Temperature Anomalies and Climate Physical Risk in Portfolio Construction," Papers 2604.11143, arXiv.org.
  • Handle: RePEc:arx:papers:2604.11143
    as

    Download full text from publisher

    File URL: http://arxiv.org/pdf/2604.11143
    File Function: Latest version
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Bertelli, Beatrice & Torricelli, Costanza, 2025. "Sustainable optimal stock portfolios: What relationship between sustainability and performance?," European Journal of Operational Research, Elsevier, vol. 323(1), pages 323-340.
    2. Matthew E. Kahn & Amine Ouazad & Erkan Yönder, 2024. "Adaptation Using Financial Markets: Climate Risk Diversification through Securitization," NBER Working Papers 32244, National Bureau of Economic Research, Inc.
    3. Giacomo Morelli, 2024. "Responsible investing and portfolio selection: a shapley - CVaR approach," Annals of Operations Research, Springer, vol. 342(3), pages 1991-2019, November.
    4. Emanuele Campiglio & Louis Daumas & Pierre Monnin & Adrian von Jagow, 2023. "Climate‐related risks in financial assets," Journal of Economic Surveys, Wiley Blackwell, vol. 37(3), pages 950-992, July.
    5. Giacomo Morelli, 2024. "Correction to: Responsible investing and portfolio selection: a shapley - CVaR approach," Annals of Operations Research, Springer, vol. 332(1), pages 1293-1293, January.
    6. Patrick Bolton & Marcin Kacperczyk & Frédéric Samama, 2022. "Net-Zero Carbon Portfolio Alignment," Financial Analysts Journal, Taylor & Francis Journals, vol. 78(2), pages 19-33, April.
    7. Bortolan, Leonardo & Dey, Atreya & Taschini, Luca, 2024. "Volatile temperatures and their effects on equity returns and firm performance," LSE Research Online Documents on Economics 128521, London School of Economics and Political Science, LSE Library.
    8. Giacomo Bressan & Anja Đuranović & Irene Monasterolo & Stefano Battiston, 2024. "Asset-level assessment of climate physical risk matters for adaptation finance," Nature Communications, Nature, vol. 15(1), pages 1-13, December.
    9. Azzone, Michele & Barucci, Emilio & Stocco, Davide, 2026. "Asset management with an ESG mandate," Journal of Banking & Finance, Elsevier, vol. 184(C).
    10. Joshua Graff Zivin & Matthew Neidell, 2014. "Temperature and the Allocation of Time: Implications for Climate Change," Journal of Labor Economics, University of Chicago Press, vol. 32(1), pages 1-26.
    11. Matthew Neidell & Joshua Graff Zivin & Megan Sheahan & Jacqueline Willwerth & Charles Fant & Marcus Sarofim & Jeremy Martinich, 2021. "Temperature and work: Time allocated to work under varying climate and labor market conditions," PLOS ONE, Public Library of Science, vol. 16(8), pages 1-14, August.
    12. Avramov, Doron & Cheng, Si & Lioui, Abraham & Tarelli, Andrea, 2022. "Sustainable investing with ESG rating uncertainty," Journal of Financial Economics, Elsevier, vol. 145(2), pages 642-664.
    13. William F. Sharpe, 1964. "Capital Asset Prices: A Theory Of Market Equilibrium Under Conditions Of Risk," Journal of Finance, American Finance Association, vol. 19(3), pages 425-442, September.
    14. Joong-Ho Won & Johan Lim & Seung-Jean Kim & Bala Rajaratnam, 2013. "Condition-number-regularized covariance estimation," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 75(3), pages 427-450, June.
    15. Jan De Spiegeleer & Stephan Höcht & Daniel Jakubowski & Sofie Reyners & Wim Schoutens, 2023. "ESG: a new dimension in portfolio allocation," Journal of Sustainable Finance & Investment, Taylor & Francis Journals, vol. 13(2), pages 827-867, April.
    16. Martha Starr-McCluer, 2000. "The effects of weather on retail sales," Finance and Economics Discussion Series 2000-08, Board of Governors of the Federal Reserve System (U.S.).
    17. Attílio, Luccas Assis & Faria, Joao Ricardo, 2025. "The impact of temperature anomalies on production and financial markets," Macroeconomic Dynamics, Cambridge University Press, vol. 29, pages 1-1, January.
    18. Panagiotis Tzouvanas & Renatas Kizys & Ioannis Chatziantoniou & Roza Sagitova, 2019. "Can Variations in Temperature Explain the Systemic Risk of European Firms?," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 74(4), pages 1723-1759, December.
    19. Whitney Newey & Kenneth West, 2014. "A simple, positive semi-definite, heteroscedasticity and autocorrelation consistent covariance matrix," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 33(1), pages 125-132.
    20. Patrick Bolton & Marcin Kacperczyk, 2023. "Global Pricing of Carbon‐Transition Risk," Journal of Finance, American Finance Association, vol. 78(6), pages 3677-3754, December.
    21. Mark Huber & Nevena Marić, 2019. "Admissible Bernoulli correlations," Journal of Statistical Distributions and Applications, Springer, vol. 6(1), pages 1-8, December.
    22. Leonardo Bortolan & Atreya Dey & Luca Taschini, 2024. "Volatile Temperatures and Their Effects on Equity Returns and Firm Performance," CESifo Working Paper Series 11438, CESifo.
    23. Pedersen, Lasse Heje & Fitzgibbons, Shaun & Pomorski, Lukasz, 2021. "Responsible investing: The ESG-efficient frontier," Journal of Financial Economics, Elsevier, vol. 142(2), pages 572-597.
    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. Avramov, Doron & Cheng, Si & Tarelli, Andrea, 2026. "Active fund management when ESG matters," Journal of Banking & Finance, Elsevier, vol. 182(C).
    2. Chen, An & Gerick, Leonard & Jin, Zhuo, 2025. "Optimizing portfolios under carbon risk constraints: Setting effective constraints to favor green investments," Energy Economics, Elsevier, vol. 148(C).
    3. Lou, Zhukun & Li, Sujie & Tong, Jingyi & Zhao, Jing, 2025. "ESG rating disagreement and the cost of equity capital," Global Finance Journal, Elsevier, vol. 66(C).
    4. Alessi, Lucia & Ossola, Elisa & Panzica, Roberto, 2023. "When do investors go green? Evidence from a time-varying asset-pricing model," International Review of Financial Analysis, Elsevier, vol. 90(C).
    5. Rojo-Suárez, Javier & Alonso-Conde, Ana B., 2024. "Have shifts in investor tastes led the market portfolio to capture ESG preferences?," International Review of Financial Analysis, Elsevier, vol. 91(C).
    6. Nikolaos Iliopoulos, 2025. "Covariance-Aware Simplex Projection for Cardinality-Constrained Portfolio Optimization," Papers 2512.19986, arXiv.org.
    7. Zhang, Dongna & Dai, Xingyu & Wang, Qunwei, 2025. "Do green assets enhance portfolio optimization? A multi-horizon investing perspective," The British Accounting Review, Elsevier, vol. 57(5).
    8. Bortolan, Leonardo & Dey, Atreya & Taschini, Luca, 2024. "Volatile temperatures and their effects on equity returns and firm performance," LSE Research Online Documents on Economics 128521, London School of Economics and Political Science, LSE Library.
    9. Naseer, Mirza Muhammad & Guo, Yongsheng & Bagh, Tanveer & Zhu, Xiaoxian, 2024. "Sustainable investments in volatile times: Nexus of climate change risk, ESG practices, and market volatility," International Review of Financial Analysis, Elsevier, vol. 95(PB).
    10. Cartellier, Fanny & Tankov, Peter & Zerbib, Olivier David, 2025. "Can investors curb greenwashing?," Journal of Economic Dynamics and Control, Elsevier, vol. 180(C).
    11. Horn, Matthias & Oehler, Andreas, 2024. "Constructing stock portfolios by sorting on ESG ratings: Does the rating provider matter?," International Review of Financial Analysis, Elsevier, vol. 96(PA).
    12. Loyson, Philipe & Luijendijk, Rianne & van Wijnbergen, Sweder, 2023. "The pricing of climate transition risk in Europe's equity market," CEPR Discussion Papers 18289, C.E.P.R. Discussion Papers.
    13. Rudkin, Wanling & Cai, Charlie X. & Zhou, You, 2025. "Can we enhance investment with ESG?," International Review of Financial Analysis, Elsevier, vol. 97(C).
    14. Leonardo Bortolan & Atreya Dey & Luca Taschini, 2024. "Volatile Temperatures and Their Effects on Equity Returns and Firm Performance," CESifo Working Paper Series 11438, CESifo.
    15. Yin, Libo & Zhu, Xiaoye & Su, Zhi & Guo, Hongliang, 2025. "Is disagreement beneficial for market efficiency? Evidence from ESG ratings," Journal of International Money and Finance, Elsevier, vol. 154(C).
    16. Philippe Loyson & Rianne Luijendijk & Sweder van Wijnbergen, 2023. "The pricing of climate transition risk in Europe’s equity market," Working Papers 788, DNB.
    17. Thomas Giroux & Julien Royer & Olivier David Zerbib, 2024. "Empirical Asset Pricing with Score-Driven Conditional Betas," Post-Print hal-05415058, HAL.
    18. Ming-Fang Lee & Kuang-Hsun Shih & Yi-Hsien Wang & Fu-Ming Lai, 2025. "Quantitative Analysis of ESG Information Value and Policy Uncertainty," Sustainability, MDPI, vol. 17(2), pages 1-16, January.
    19. Faccini, Renato & Matin, Rastin & Skiadopoulos, George, 2023. "Dissecting climate risks: Are they reflected in stock prices?," Journal of Banking & Finance, Elsevier, vol. 155(C).
    20. Liu, Dianhao & Zhou, Jun, 2025. "Do ESG rating changes matter? Evidence from Chinese stock market," Global Finance Journal, Elsevier, vol. 67(C).

    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:2604.11143. 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: http://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.