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Assessing and hedging the cost of unseasonal weather: Case of the apparel sector

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  • Bertrand, Jean-Louis
  • Brusset, Xavier
  • Fortin, Maxime

Abstract

Retail activities are increasingly exposed to unseasonal weather causing lost sales and profits, as climate change is aggravating climate variability. Although research has provided insights into the role of weather on consumption, little is known about the precise relationship between weather and sales for strategic and financial decision-making. Using apparel as an illustration, for all seasons, we estimate the impact on sales caused by unexpected deviations of daily temperature from seasonal patterns. We apply Seasonal Trend decomposition using Loess to isolate changes in sales volumes. We use a linear regression to find the relationship between temperature and sales anomalies and construct the historical distribution to determine sales-at-risk due to unseasonal weather. We show how to use weather derivatives to offset the potential loss. Our contribution is twofold. We provide a new general method for managers to understand how their performance is weather-related. We lay out a blueprint for tailor-made weather derivatives to mitigate this risk.

Suggested Citation

  • Bertrand, Jean-Louis & Brusset, Xavier & Fortin, Maxime, 2015. "Assessing and hedging the cost of unseasonal weather: Case of the apparel sector," European Journal of Operational Research, Elsevier, vol. 244(1), pages 261-276.
  • Handle: RePEc:eee:ejores:v:244:y:2015:i:1:p:261-276
    DOI: 10.1016/j.ejor.2015.01.012
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    1. Gérard P. Cachon & Robert Swinney, 2009. "Purchasing, Pricing, and Quick Response in the Presence of Strategic Consumers," Management Science, INFORMS, vol. 55(3), pages 497-511, March.
    2. Timothy M. Devinney & David W. Stewart, 1988. "Rethinking the Product Portfolio: A Generalized Investment Model," Management Science, INFORMS, vol. 34(9), pages 1080-1095, September.
    3. repec:dau:papers:123456789/3433 is not listed on IDEAS
    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. Miron, Jeffrey A, 1986. "Seasonal Fluctuations and the Life Cycle-Permanent Income Model of Consumption," Journal of Political Economy, University of Chicago Press, vol. 94(6), pages 1258-1279, December.
    6. Fergus, James T, 1999. "Where, When, and by How Much Does Abnormal Weather Affect Housing Construction?," The Journal of Real Estate Finance and Economics, Springer, vol. 18(1), pages 63-87, January.
    7. 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.
    8. Richards, Timothy J. & Manfredo, Mark R. & Sanders, Dwight R., 2004. "Pricing Weather Derivatives," Working Papers 28536, Arizona State University, Morrison School of Agribusiness and Resource Management.
    9. Au, Kin-Fan & Choi, Tsan-Ming & Yu, Yong, 2008. "Fashion retail forecasting by evolutionary neural networks," International Journal of Production Economics, Elsevier, vol. 114(2), pages 615-630, August.
    10. Charles A. Holt & Jacob K. Goeree, 1999. "Stochastic Game Theory: For Playing Games, Not Just for Doing Theory," Virginia Economics Online Papers 306, University of Virginia, Department of Economics.
    11. M. Davis, 2001. "Pricing weather derivatives by marginal value," Quantitative Finance, Taylor & Francis Journals, vol. 1(3), pages 305-308, March.
    12. Michael Conlin & Ted O'Donoghue & Timothy J. Vogelsang, 2007. "Projection Bias in Catalog Orders," American Economic Review, American Economic Association, vol. 97(4), pages 1217-1249, September.
    13. Jacobsen, Ben & Marquering, Wessel, 2008. "Is it the weather?," Journal of Banking & Finance, Elsevier, vol. 32(4), pages 526-540, April.
    14. Saunders, Edward M, Jr, 1993. "Stock Prices and Wall Street Weather," American Economic Review, American Economic Association, vol. 83(5), pages 1337-1345, December.
    15. Fei Gao & Ozgun Caliskan Demirag & Frank Y. Chen, 2012. "Early Sales of Seasonal Products with Weather‐Conditional Rebates," Production and Operations Management, Production and Operations Management Society, vol. 21(4), pages 778-794, July.
    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. Joseph M. Milner & Panos Kouvelis, 2005. "Order Quantity and Timing Flexibility in Supply Chains: The Role of Demand Characteristics," Management Science, INFORMS, vol. 51(6), pages 970-985, June.
    18. Dwight R. Sanders, 2004. "Pricing Weather Derivatives," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 86(4), pages 1005-1017.
    19. Patrick L. Brockett & Mulong Wang & Chuanhou Yang, 2005. "Weather Derivatives and Weather Risk Management," Risk Management and Insurance Review, American Risk and Insurance Association, vol. 8(1), pages 127-140, March.
    20. Frank Youhua Chen & Candace Arai Yano, 2010. "Improving Supply Chain Performance and Managing Risk Under Weather-Related Demand Uncertainty," Management Science, INFORMS, vol. 56(8), pages 1380-1397, August.
    21. Murray, Kyle B. & Di Muro, Fabrizio & Finn, Adam & Popkowski Leszczyc, Peter, 2010. "The effect of weather on consumer spending," Journal of Retailing and Consumer Services, Elsevier, vol. 17(6), pages 512-520.
    22. Helyette Geman & M. Leonardi, 2005. "Alternative Approaches to Weather Derivatives Pricing," Post-Print halshs-00144304, HAL.
    23. Caliskan Demirag, Ozgun, 2013. "Performance of weather-conditional rebates under different risk preferences," Omega, Elsevier, vol. 41(6), pages 1053-1067.
    24. Roll, Richard, 1984. "Orange Juice and Weather," American Economic Review, American Economic Association, vol. 74(5), pages 861-880, December.
    25. Barsky, Robert B & Miron, Jeffrey A, 1989. "The Seasonal Cycle and the Business Cycle," Journal of Political Economy, University of Chicago Press, vol. 97(3), pages 503-534, June.
    26. repec:dau:papers:123456789/1386 is not listed on IDEAS
    27. 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.
    28. Babin, Barry J. & Darden, William R., 1996. "Good and bad shopping vibes: Spending and patronage satisfaction," Journal of Business Research, Elsevier, vol. 35(3), pages 201-206, March.
    29. Thomassey, Sébastien, 2010. "Sales forecasts in clothing industry: The key success factor of the supply chain management," International Journal of Production Economics, Elsevier, vol. 128(2), pages 470-483, December.
    30. 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.
    31. Swinyard, William R, 1993. "The Effects of Mood, Involvement, and Quality of Store Experience on Shopping Intentions," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 20(2), pages 271-280, September.
    32. Mark T. Cammarota, 1989. "The Impact of Unseasonable Weather on Housing Starts," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 17(3), pages 300-313, September.
    33. Lee, Yongheon & Oren, Shmuel S., 2009. "An equilibrium pricing model for weather derivatives in a multi-commodity setting," Energy Economics, Elsevier, vol. 31(5), pages 702-713, September.
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    14. Brigitte Roth Tran, 2019. "Sellin’ in the Rain: Adaptation to Weather and Climate in the Retail Sector," Finance and Economics Discussion Series 2019-067, Board of Governors of the Federal Reserve System (U.S.).
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