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Effect of Weather on Sectoral Stock Indices Returns and Volatilities: Evidence from the Moroccan Stock Market

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  • Fouzia Alloul
  • El Mehdi Ferrouhi

Abstract

This study examines the influence of eight key weather factors, including atmospheric pressure (ATPRS), clear sky (CLSKY), precipitation (PRECP), relative and specific humidity (RHUMD and SHUMD, respectively), as well as temperature (TEMPR), wind direction and speed (WNDR and WNSP, respectively), on the returns and volatilities of the seven Moroccan sectors most sensitive to the weather (Agri-food/Production, Beverages, Distributors, Electricity, Leisure and Hotels, Oil and Gas, and Transport) from January 4, 1993, to October 30, 2022. The objective was to analyze how weather affects the fluctuations of sectoral stock indices and assess sectoral vulnerability. Utilizing daily frequency weather and stock market data and implementing a GJR-GARCH (1,1) model combined with an autoregressive (AR) process, the results demonstrate that all sectors are influenced by weather, particularly the Agri-food/Production and Beverages sectors. These insights are vital for the stakeholders in Morocco. Investors can make informed decisions, policymakers can create targeted support policies, and businesses can develop risk management strategies to handle weather-related challenges, ensuring economic stability and competitiveness. JEL Classification G10, G41

Suggested Citation

  • Fouzia Alloul & El Mehdi Ferrouhi, 2025. "Effect of Weather on Sectoral Stock Indices Returns and Volatilities: Evidence from the Moroccan Stock Market," Global Journal of Emerging Market Economies, Emerging Markets Forum, vol. 17(3), pages 431-452, September.
  • Handle: RePEc:sae:emeeco:v:17:y:2025:i:3:p:431-452
    DOI: 10.1177/09749101251320514
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    as
    1. Shalen, Catherine T, 1993. "Volume, Volatility, and the Dispersion of Beliefs," The Review of Financial Studies, Society for Financial Studies, vol. 6(2), pages 405-434.
    2. Fabio Pizzutilo & Valeria Roncone, 2017. "Red sky at night or in the morning, to the equity market neither a delight nor a warning: the weather effect re-examined using intraday stock data," The European Journal of Finance, Taylor & Francis Journals, vol. 23(14), pages 1280-1310, November.
    3. Cao, Melanie & Wei, Jason, 2005. "Stock market returns: A note on temperature anomaly," Journal of Banking & Finance, Elsevier, vol. 29(6), pages 1559-1573, June.
    4. Angel Pardo & Enric Valor, 2003. "Spanish Stock Returns: Where is the Weather Effect?," European Financial Management, European Financial Management Association, vol. 9(1), pages 117-126, March.
    5. Jiekun Huang & Nianhang Xu & Honghai Yu, 2020. "Pollution and Performance: Do Investors Make Worse Trades on Hazy Days?," Management Science, INFORMS, vol. 66(10), pages 4455-4476, October.
    6. S. Mirasgedis & E. Georgopoulou & Y. Sarafidis & K. Papagiannaki & D. P. Lalas, 2014. "The Impact of Climate Change on the Pattern of Demand for Bottled Water and Non‐Alcoholic Beverages," Business Strategy and the Environment, Wiley Blackwell, vol. 23(4), pages 272-288, May.
    7. Qimeng Pan & Lysa Porth & Hong Li, 2022. "Assessing the Effectiveness of the Actuaries Climate Index for Estimating the Impact of Extreme Weather on Crop Yield and Insurance Applications," Sustainability, MDPI, vol. 14(11), pages 1-24, June.
    8. Stephen A. Ross, 2013. "The Arbitrage Theory of Capital Asset Pricing," World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 1, pages 11-30, World Scientific Publishing Co. Pte. Ltd..
    9. Yan, Yumeng & Xiong, Xiong & Li, Shuo & Lu, Lei, 2022. "Will temperature change reduce stock returns? Evidence from China," International Review of Financial Analysis, Elsevier, vol. 81(C).
    10. Saunders, Edward M, Jr, 1993. "Stock Prices and Wall Street Weather," American Economic Review, American Economic Association, vol. 83(5), pages 1337-1345, December.
    11. Harry Markowitz, 1952. "The Utility of Wealth," Journal of Political Economy, University of Chicago Press, vol. 60(2), pages 151-151.
    12. Yu, Jize & Zhang, Li & Peng, Lijuan & Wu, Rui, 2023. "Which component of air quality index drives stock price volatility in China: a decomposition-based forecasting method," Finance Research Letters, Elsevier, vol. 51(C).
    13. David Hirshleifer & Tyler Shumway, 2003. "Good Day Sunshine: Stock Returns and the Weather," Journal of Finance, American Finance Association, vol. 58(3), pages 1009-1032, June.
    14. Stephen Keef & Melvin Roush, 2007. "Daily weather effects on the returns of Australian stock indices," Applied Financial Economics, Taylor & Francis Journals, vol. 17(3), pages 173-184.
    15. Jiang, Danling & Norris, Dylan & Sun, Lin, 2021. "Weather, institutional investors and earnings news," Journal of Corporate Finance, Elsevier, vol. 69(C).
    16. Lu, Jing & Chou, Robin K., 2012. "Does the weather have impacts on returns and trading activities in order-driven stock markets? Evidence from China," Journal of Empirical Finance, Elsevier, vol. 19(1), pages 79-93.
    17. Tian Ma & Cunfei Liao & Fuwei Jiang, 2023. "Weather Sentiment Index and Stock Return Predictability: Evidence from China," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 59(9), pages 2894-2905, July.
    18. Pardo, Angel & Meneu, Vicente & Valor, Enric, 2002. "Temperature and seasonality influences on Spanish electricity load," Energy Economics, Elsevier, vol. 24(1), pages 55-70, January.
    19. Gregory W. Brown, 1999. "Volatility, Sentiment, and Noise Traders," Financial Analysts Journal, Taylor & Francis Journals, vol. 55(2), pages 82-90, March.
    20. Yi-Hsien Wang & Kuang-Hsun Shih & Je-Wei Jang, 2018. "Relationship among Weather Effects, Investors' Moods and Stock Market Risk: An Analysis of Bull and Bear Markets in Taiwan, Japan and Hong Kong," Panoeconomicus, Savez ekonomista Vojvodine, Novi Sad, Serbia, vol. 65(2), pages 239-253.
    21. Caporin, Massimiliano & Preś, Juliusz, 2012. "Modelling and forecasting wind speed intensity for weather risk management," Computational Statistics & Data Analysis, Elsevier, vol. 56(11), pages 3459-3476.
    22. Chang, Shao-Chi & Chen, Sheng-Syan & Chou, Robin K. & Lin, Yueh-Hsiang, 2008. "Weather and intraday patterns in stock returns and trading activity," Journal of Banking & Finance, Elsevier, vol. 32(9), pages 1754-1766, September.
    23. Yi-Hsien Wang & Chin-Tsai Lin & Jung Lin, 2012. "Does weather impact the stock market? Empirical evidence in Taiwan," Quality & Quantity: International Journal of Methodology, Springer, vol. 46(2), pages 695-703, February.
    24. Glosten, Lawrence R & Jagannathan, Ravi & Runkle, David E, 1993. "On the Relation between the Expected Value and the Volatility of the Nominal Excess Return on Stocks," Journal of Finance, American Finance Association, vol. 48(5), pages 1779-1801, December.
    25. Andy Saporoschenko, 2011. "The effect of Santa Ana wind conditions and cloudiness on Southern California stock returns," Applied Financial Economics, Taylor & Francis Journals, vol. 21(10), pages 683-694.
    26. Eric Zivot, 2009. "Practical Issues in the Analysis of Univariate GARCH Models," Springer Books, in: Thomas Mikosch & Jens-Peter Kreiß & Richard A. Davis & Torben Gustav Andersen (ed.), Handbook of Financial Time Series, chapter 5, pages 113-155, Springer.
    27. David Hirshleifer, 2001. "Investor Psychology and Asset Pricing," Journal of Finance, American Finance Association, vol. 56(4), pages 1533-1597, August.
    28. Bollerslev, Tim, 1986. "Generalized autoregressive conditional heteroskedasticity," Journal of Econometrics, Elsevier, vol. 31(3), pages 307-327, April.
    29. Mark J. Kamstra & Lisa A. Kramer & Maurice D. Levi, 2003. "Winter Blues: A SAD Stock Market Cycle," American Economic Review, American Economic Association, vol. 93(1), pages 324-343, March.
    30. Xinqi Chen & Yilei Luo & Qing Yan, 2024. "Does Extreme Weather Impact Performance in Capital Markets? Evidence from China," Sustainability, MDPI, vol. 16(16), pages 1-22, August.
    31. Å tulec, Ivana & Petljak, Kristina & Naletina, Dora, 2019. "Weather impact on retail sales: How can weather derivatives help with adverse weather deviations?," Journal of Retailing and Consumer Services, Elsevier, vol. 49(C), pages 1-10.
    32. Jeffrey R. Gerlach, 2007. "Macroeconomic News And Stock Market Calendar And Weather Anomalies," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 30(2), pages 283-300, June.
    33. Emon Kalyan Chowdhury, 2024. "Do weather patterns effect investment decisions in the stock market? A South Asian perspective," Journal of Asset Management, Palgrave Macmillan, vol. 25(2), pages 162-171, March.
    34. Mark J. Koetse & Piet Rietveld, 2012. "Adaptation to Climate Change in the Transport Sector," Transport Reviews, Taylor & Francis Journals, vol. 32(3), pages 267-286, January.
    35. Harris, Milton & Raviv, Artur, 1993. "Differences of Opinion Make a Horse Race," The Review of Financial Studies, Society for Financial Studies, vol. 6(3), pages 473-506.
    36. Hyein Shim & Hyeyoen Kim & Junyeup Kim & Doojin Ryu, 2015. "Weather and stock market volatility: the case of a leading emerging market," Applied Economics Letters, Taylor & Francis Journals, vol. 22(12), pages 987-992, August.
    37. Andrikopoulos, Athanasios & Wang, Changyu & Zheng, Min, 2019. "Is there still a weather anomaly? An investigation of stock and foreign exchange markets," Finance Research Letters, Elsevier, vol. 30(C), pages 51-59.
    38. Makridis, Christos A. & Schloetzer, Jason D., 2023. "Extreme local temperatures lower expressed sentiment about U.S. economic conditions with implications for the stock returns of local firms," Journal of Behavioral and Experimental Finance, Elsevier, vol. 37(C).
    39. Chan, K C, 1986. "Can Tax-Loss Selling Explain the January Seasonal in Stock Returns?," Journal of Finance, American Finance Association, vol. 41(5), pages 1115-1128, December.
    40. Lanfear, Matthew G. & Lioui, Abraham & Siebert, Mark G., 2019. "Market anomalies and disaster risk: Evidence from extreme weather events," Journal of Financial Markets, Elsevier, vol. 46(C).
    41. Dowling, Michael & Lucey, Brian M., 2005. "Weather, biorhythms, beliefs and stock returns--Some preliminary Irish evidence," International Review of Financial Analysis, Elsevier, vol. 14(3), pages 337-355.
    42. Yu-Sheng Kao & Hao-Yang Sun & Chien-Chung Nieh & Kai Zhao, 2018. "Does microtherm boost pharmaceutical companies’ market capitalization returns?," Applied Economics, Taylor & Francis Journals, vol. 50(14), pages 1522-1535, March.
    43. Zhuhua Jiang & Sang Hoon Kang & Chongcheul Cheong & Seong-Min Yoon, 2019. "The Effects of Extreme Weather Conditions on Hong Kong and Shenzhen Stock Market Returns," IJFS, MDPI, vol. 7(4), pages 1-14, December.
    44. Symeonidis, Lazaros & Daskalakis, George & Markellos, Raphael N., 2010. "Does the weather affect stock market volatility?," Finance Research Letters, Elsevier, vol. 7(4), pages 214-223, December.
    45. Harris, Lawrence, 1986. "A transaction data study of weekly and intradaily patterns in stock returns," Journal of Financial Economics, Elsevier, vol. 16(1), pages 99-117, May.
    46. An, Na & Wang, Baixue & Pan, Peilin & Guo, Kun & Sun, Yi, 2018. "Study on the influence mechanism of air quality on stock market yield and Volatility: Empirical test from China based on GARCH model," Finance Research Letters, Elsevier, vol. 26(C), pages 119-125.
    47. Makkonen, Adam & Vallström, Daniel & Uddin, Gazi Salah & Rahman, Md Lutfur & Haddad, Michel Ferreira Cardia, 2021. "The effect of temperature anomaly and macroeconomic fundamentals on agricultural commodity futures returns," Energy Economics, Elsevier, vol. 100(C).
    48. Engle, Robert F, 1982. "Autoregressive Conditional Heteroscedasticity with Estimates of the Variance of United Kingdom Inflation," Econometrica, Econometric Society, vol. 50(4), pages 987-1007, July.
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    JEL classification:

    • G10 - Financial Economics - - General Financial Markets - - - General (includes Measurement and Data)
    • G41 - Financial Economics - - Behavioral Finance - - - Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making in Financial Markets

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