IDEAS home Printed from https://ideas.repec.org/a/eee/finlet/v87y2026ics1544612325023542.html

When climate extremes shake equity markets: Evidence from multifractal analysis

Author

Listed:
  • Maciel, Leandro S.
  • Kayo, Eduardo K.

Abstract

Extreme climate events (ECEs) are intensifying with climate change, yet how these shocks are incorporated into asset prices remain unexplored. This paper investigates whether climate extremes impact equity market efficiency. Using daily data from US and Brazilian stock indices – both aggregate and sectoral – over 2000–2025, we apply multifractal detrended fluctuation analysis to track time-varying multifractality as a proxy for efficiency. The findings reveal a counterintuitive pattern: multifractality decreases during ECEs, implying weaker nonlinear dependencies and greater randomness in returns. ECEs act as salient shocks that draw investors’ attention and trigger belief updating. Investors overweight the extreme event, revise expectations in a more similar direction, and converge toward aligned trading horizons, which compresses the heterogeneity of temporal trading scales and, consequently, reduces multifractality (higher efficiency). This effect is most evident at the aggregate market level, but sectoral indices, particularly in energy and materials, also display sensitivity to ECEs. These results carry practical relevance for asset pricing and risk management, suggesting that investors and policymakers can leverage such patterns to improve portfolio allocation and resilience under climate stress.

Suggested Citation

  • Maciel, Leandro S. & Kayo, Eduardo K., 2026. "When climate extremes shake equity markets: Evidence from multifractal analysis," Finance Research Letters, Elsevier, vol. 87(C).
  • Handle: RePEc:eee:finlet:v:87:y:2026:i:c:s1544612325023542
    DOI: 10.1016/j.frl.2025.109105
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1544612325023542
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.frl.2025.109105?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
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Tiwari, Aviral Kumar & Aye, Goodness C. & Gupta, Rangan, 2019. "Stock market efficiency analysis using long spans of Data: A multifractal detrended fluctuation approach," Finance Research Letters, Elsevier, vol. 28(C), pages 398-411.
    2. Ramelli, Stefano & Ossola, Elisa & Rancan, Michela, 2021. "Stock price effects of climate activism: Evidence from the first Global Climate Strike," Journal of Corporate Finance, Elsevier, vol. 69(C).
    3. Kakinaka, Shinji & Umeno, Ken, 2022. "Cryptocurrency market efficiency in short- and long-term horizons during COVID-19: An asymmetric multifractal analysis approach," Finance Research Letters, Elsevier, vol. 46(PA).
    4. Fan, Xinghua & Lv, Xiangxiang & Yin, Jiuli & Tian, Lixin & Liang, Jiaochen, 2019. "Multifractality and market efficiency of carbon emission trading market: Analysis using the multifractal detrended fluctuation technique," Applied Energy, Elsevier, vol. 251(C), pages 1-1.
    5. Fernandes, Leonardo H.S. & Silva, José W.L. & de Araujo, Fernando H.A. & Tabak, Benjamin M., 2023. "Multifractal cross-correlations between green bonds and financial assets," Finance Research Letters, Elsevier, vol. 53(C).
    6. Barberis, Nicholas & Shleifer, Andrei & Vishny, Robert, 1998. "A model of investor sentiment," Journal of Financial Economics, Elsevier, vol. 49(3), pages 307-343, September.
    7. Shrestha, Keshab & Naysary, Babak & Philip, Sheena Sara Suresh, 2023. "Fintech market efficiency: A multifractal detrended fluctuation analysis," Finance Research Letters, Elsevier, vol. 54(C).
    8. Ali, Sajid & Shahzad, Syed Jawad Hussain & Raza, Naveed & Al-Yahyaee, Khamis Hamed, 2018. "Stock market efficiency: A comparative analysis of Islamic and conventional stock markets," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 503(C), pages 139-153.
    9. Mensi, Walid & Lee, Yun-Jung & Al-Yahyaee, Khamis Hamed & Sensoy, Ahmet & Yoon, Seong-Min, 2019. "Intraday downward/upward multifractality and long memory in Bitcoin and Ethereum markets: An asymmetric multifractal detrended fluctuation analysis," Finance Research Letters, Elsevier, vol. 31(C), pages 19-25.
    10. Javadi, Siamak & Masum, Abdullah-Al, 2021. "The impact of climate change on the cost of bank loans," Journal of Corporate Finance, Elsevier, vol. 69(C).
    11. Yang, Jie & Feng, Yun, 2023. "Market inefficiency spillover network across different regimes," Finance Research Letters, Elsevier, vol. 58(PC).
    12. Yang, Kun & Huang, Xinyue & Yu, Wenhua & Wei, Yu, 2025. "The impacts of climate policy uncertainty on stock market extreme risk spillovers," Finance Research Letters, Elsevier, vol. 85(PB).
    13. Schadner, Wolfgang, 2021. "On the persistence of market sentiment: A multifractal fluctuation analysis," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 581(C).
    14. Bouoiyour, Jamal & Selmi, Refk & Wohar, Mark E., 2018. "Are Islamic stock markets efficient? A multifractal detrended fluctuation analysis," Finance Research Letters, Elsevier, vol. 26(C), pages 100-105.
    15. Lu, Hengzhen & Wang, Xinran, 2025. "Climate change news sensitivity and expected stock returns: Evidence from China," Finance Research Letters, Elsevier, vol. 81(C).
    16. Zhou, Mingtao & Ma, Yong, 2025. "Physical vs. Transition climate risks: Asymmetric effects on stock return predictability," International Review of Financial Analysis, Elsevier, vol. 104(PA).
    17. Jin, Zhendong & Cairang, Angxiu, 2025. "Impact of climate risk on airline stock price volatility," Finance Research Letters, Elsevier, vol. 73(C).
    18. Chen, Zhang-HangJian & Zhao, Shou-Yu & Song, Huai-Bing & Yang, Ming-Yuan & Li, Sai-Ping, 2024. "Dynamic volatility spillover relationships between the Chinese carbon and international energy markets from extreme climate shocks," International Review of Economics & Finance, Elsevier, vol. 92(C), pages 626-645.
    19. Lei, Shaohai & Chen, Yilan & Xia, Dehua, 2025. "Does climate risk disclosure affect stock liquidity?," Research in International Business and Finance, Elsevier, vol. 80(C).
    20. Fulvio Corsi, 2009. "A Simple Approximate Long-Memory Model of Realized Volatility," Journal of Financial Econometrics, Oxford University Press, vol. 7(2), pages 174-196, Spring.
    21. Xiaoyun Xing & Xiuya Wang & Qiang Ji, 2025. "The impact of climate policy on the risk contagion in China’s stock markets," Applied Economics Letters, Taylor & Francis Journals, vol. 32(17), pages 2524-2529, October.
    22. Naeem, Muhammad Abubakr & Yousaf, Imran & Karim, Sitara & Tiwari, Aviral Kumar & Farid, Saqib, 2023. "Comparing asymmetric price efficiency in regional ESG markets before and during COVID-19," Economic Modelling, Elsevier, vol. 118(C).
    23. repec:bla:jfinan:v:53:y:1998:i:2:p:673-699 is not listed on IDEAS
    24. Kantelhardt, Jan W. & Zschiegner, Stephan A. & Koscielny-Bunde, Eva & Havlin, Shlomo & Bunde, Armin & Stanley, H.Eugene, 2002. "Multifractal detrended fluctuation analysis of nonstationary time series," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 316(1), pages 87-114.
    25. Shi, Fengyuan & Guo, Yaoqi, 2025. "Differential impact of multiple risks on green and conventional bond markets: Evidence from multifractal analysis," Research in International Business and Finance, Elsevier, vol. 77(PB).
    26. Xu, Weidong & Zhu, Danyu & Gao, Xin & Xing, Lu & Li, Donghui, 2025. "The price of realized extreme climate events in the implied cost of equity capital: International evidence," Journal of Banking & Finance, Elsevier, vol. 180(C).
    27. Wang, Yudong & Liu, Li & Gu, Rongbao, 2009. "Analysis of efficiency for Shenzhen stock market based on multifractal detrended fluctuation analysis," International Review of Financial Analysis, Elsevier, vol. 18(5), pages 271-276, December.
    28. Caporin, Massimiliano & Caraiani, Petre & Cepni, Oguzhan & Gupta, Rangan, 2025. "Predicting the conditional distribution of US stock market systemic Stress: The role of climate risks," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 101(C).
    29. Blanco, Ivan & Martin-Flores, Jose M. & Remesal, Alvaro, 2024. "Climate shocks, institutional investors, and the information content of stock prices," Journal of Corporate Finance, Elsevier, vol. 86(C).
    30. Eduardo Amorim Vilela de Salis & Leandro dos Santos Maciel, 2023. "How does price (in)efficiency influence cryptocurrency portfolios performance? The role of multifractality," Quantitative Finance, Taylor & Francis Journals, vol. 23(11), pages 1637-1658, November.
    31. Idris A. Adediran & Phebian N. Bewaji & Olajide O. Oyadeyi, 2024. "Climate Risk and Stock Markets: Implications for Market Efficiency and Return Predictability," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 60(9), pages 1908-1928, July.
    32. Yan, Guan & Li, Fanglin & Liu, Zhidong & Zhou, Lu Jolly, 2025. "Climate risk concern and green premium in the stock market: Evidence from China," Finance Research Letters, Elsevier, vol. 84(C).
    33. Acikgoz, Turker, 2025. "Globalization and stock market efficiency," Finance Research Letters, Elsevier, vol. 85(PC).
    34. Corzo, Teresa & Martin-Bujack, Karin & Portela, Jose & Rodríguez-Gallego, Alejandro, 2025. "Exchange rate regime changes and market efficiency: An event study," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 100(C).
    35. Sun, Haibo & Xu, Xiaoman & Liu, Zhonglu, 2025. "Climate policy uncertainty and executives' opportunistic stock selling," Finance Research Letters, Elsevier, vol. 83(C).
    36. Feng, Yun & Yang, Jie & Huang, Qian, 2023. "Multiscale correlation analysis of Sino-US corn futures markets and the impact of international crude oil price: A new perspective from the multifractal method," Finance Research Letters, Elsevier, vol. 53(C).
    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. Almeida, Lucas Mussoi & Perlin, Marcelo Scherer & Müller, Fernanda Maria, 2025. "Pricing efficiency in cryptocurrencies: The case of centralized and decentralized markets," Journal of Economics and Business, Elsevier, vol. 133(C).
    2. Deniz Erer & Elif Erer & Selim Güngör, 2023. "The aggregate and sectoral time-varying market efficiency during crisis periods in Turkey: a comparative analysis with COVID-19 outbreak and the global financial crisis," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 9(1), pages 1-25, December.
    3. Chowdhury, Mohammad Ashraful Ferdous & Abdullah, Mohammad & Alam, Masud & Abedin, Mohammad Zoynul & Shi, Baofeng, 2023. "NFTs, DeFi, and other assets efficiency and volatility dynamics: An asymmetric multifractality analysis," International Review of Financial Analysis, Elsevier, vol. 87(C).
    4. Belhoula, Mohamed Malek & Mensi, Walid & Al-Yahyaee, Khamis Hamed, 2024. "Dynamic speculation and efficiency in European natural gas markets during the COVID-19 and Russia-Ukraine crises," Resources Policy, Elsevier, vol. 98(C).
    5. Abdullah, Mohammad & Chowdhury, Mohammad Ashraful Ferdous & Sulong, Zunaidah, 2023. "Asymmetric efficiency and connectedness among green stocks, halal tourism stocks, cryptocurrencies, and commodities: Portfolio hedging implications," Resources Policy, Elsevier, vol. 81(C).
    6. Abdullah, Mohammad & Chowdhury, Mohammad Ashraful Ferdous & Wali Ullah, G.M., 2025. "Asymmetric tail risk dynamics, efficiency and risk spillover among FinTech stocks, cryptocurrencies and traditional assets," Global Finance Journal, Elsevier, vol. 64(C).
    7. Yao, Can-Zhong & Mo, Yi-Na & Zhang, Ze-Kun, 2021. "A study of the efficiency of the Chinese clean energy stock market and its correlation with the crude oil market based on an asymmetric multifractal scaling behavior analysis," The North American Journal of Economics and Finance, Elsevier, vol. 58(C).
    8. Pengbo Wan & Ghulam Mujtaba & Saira Ashfaq & Song Liangrong & Rana Muhammad Nasir, 2025. "Are rare earth stocks efficient? Novel insights using asymmetric MF-DFA," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 11(1), pages 1-17, December.
    9. Werner Kristjanpoller & Benjamin Miranda Tabak, 2025. "Comparison of the asymmetric multifractal behavior of green and U.S. bonds against benchmark financial assets," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 11(1), pages 1-28, December.
    10. Diniz-Maganini, Natalia & Diniz, Eduardo H. & Rasheed, Abdul A., 2021. "Bitcoin’s price efficiency and safe haven properties during the COVID-19 pandemic: A comparison," Research in International Business and Finance, Elsevier, vol. 58(C).
    11. Mei, Dexiang & Liu, Jing & Ma, Feng & Chen, Wang, 2017. "Forecasting stock market volatility: Do realized skewness and kurtosis help?," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 481(C), pages 153-159.
    12. Yun-Jung Lee & Neung-Woo Kim & Ki-Hong Choi & Seong-Min Yoon, 2020. "Analysis of the Informational Efficiency of the EU Carbon Emission Trading Market: Asymmetric MF-DFA Approach," Energies, MDPI, vol. 13(9), pages 1-14, May.
    13. Mensi, Walid & Vo, Xuan Vinh & Kang, Sang Hoon, 2021. "Upside-Downside Multifractality and Efficiency of Green Bonds: The Roles of Global Factors and COVID-19," Finance Research Letters, Elsevier, vol. 43(C).
    14. Kristjanpoller, Werner & Nekhili, Ramzi & Bouri, Elie, 2024. "Blockchain ETFs and the cryptocurrency and Nasdaq markets: Multifractal and asymmetric cross-correlations," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 637(C).
    15. Mabruk Billah & Mohammad Enamul Hoque & Ghadeer Kayal, 2025. "Multifractal analysis of GCC banking stock efficiency dynamics: impact of financial stress, economic policy uncertainty, and geopolitical factors," Eurasian Economic Review, Springer;Eurasia Business and Economics Society, vol. 15(3), pages 641-686, September.
    16. Schadner, Wolfgang, 2022. "U.S. Politics from a multifractal perspective," Chaos, Solitons & Fractals, Elsevier, vol. 155(C).
    17. Naeem, Muhammad Abubakr & Karim, Sitara & Farid, Saqib & Tiwari, Aviral Kumar, 2022. "Comparing the asymmetric efficiency of dirty and clean energy markets pre and during COVID-19," Economic Analysis and Policy, Elsevier, vol. 75(C), pages 548-562.
    18. Naeem, Muhammad Abubakr & Farid, Saqib & Ferrer, Román & Shahzad, Syed Jawad Hussain, 2021. "Comparative efficiency of green and conventional bonds pre- and during COVID-19: An asymmetric multifractal detrended fluctuation analysis," Energy Policy, Elsevier, vol. 153(C).
    19. Diniz-Maganini, Natalia & Rasheed, Abdul A. & Sheng, Hsia Hua, 2023. "Price efficiency of the foreign exchange rates of BRICS countries: A comparative analysis," Latin American Journal of Central Banking (previously Monetaria), Elsevier, vol. 4(1).
    20. Maciel, Leandro, 2021. "A new approach to portfolio management in the Brazilian equity market: Does assets efficiency level improve performance?," The Quarterly Review of Economics and Finance, Elsevier, vol. 81(C), pages 38-56.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    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:eee:finlet:v:87:y:2026:i:c:s1544612325023542. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/frl .

    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.