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The High Impact of Hurricanes on Prices in Low-Income Communities

Author

Listed:
  • Xabier Barriola

    (School of Economics and Management, Tilburg University, 5037 AB Tilburg, Netherlands)

  • William Schmidt

    (Goizueta Business School, Emory University, Atlanta, Georgia 30322)

Abstract

Problem definition : Responding to large hurricanes requires the deployment of food, shelter, and medical assistance to relieve the immediate needs of the victims. These services are supported by, and eventually fully transitioned to, local resources, such as grocery stores. However, disparities in local infrastructure and services may result in low-income communities bearing a disproportionate burden from these disasters. We investigate this possibility by testing for differences in the percentage change in paid prices, stockouts, and substitutions for grocery products between low-income and high-income communities following three large Atlantic hurricanes. Methodology/results : We use major disaster declarations by the U.S. federal government, and marry this information to U.S. Census Bureau data on household demographics and third-party data on grocery store sales. Using a triple-difference regression specification, we find that low-income communities in the disaster zones endure higher average percentage price increases within grocery categories compared with high-income communities. We provide evidence for several mechanisms that can contribute to this outcome—higher percent price increases at the product level, more frequent stockouts of low-priced products, and a larger increase in stockout-based substitution from low-priced products to high-priced products. Managerial implications : Product pricing, stockouts, and stockout-based substitutions are important topics in operations management practice and research. We provide empirical evidence across these outcomes of sustained heterogeneous effects by community income level in the aftermath of a hurricane. These findings can inform private and public sector responses to hurricanes, including pricing, prepositioning target goods, strategic overstocking, grocery store access, and structuring cash-and-voucher (C&V) programs that anticipate the disaster-induced substitution patterns of different community types.

Suggested Citation

  • Xabier Barriola & William Schmidt, 2025. "The High Impact of Hurricanes on Prices in Low-Income Communities," Manufacturing & Service Operations Management, INFORMS, vol. 27(4), pages 993-1007, July.
  • Handle: RePEc:inm:ormsom:v:27:y:2025:i:4:p:993-1007
    DOI: 10.1287/msom.2023.0337
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    References listed on IDEAS

    as
    1. Jorge Mejia & Gloria Urrea & Alfonso J. Pedraza‐Martinez, 2019. "Operational Transparency on Crowdfunding Platforms: Effect on Donations for Emergency Response," Production and Operations Management, Production and Operations Management Society, vol. 28(7), pages 1773-1791, July.
    2. Gustavo Vulcano & Garrett van Ryzin & Richard Ratliff, 2012. "Estimating Primary Demand for Substitutable Products from Sales Transaction Data," Operations Research, INFORMS, vol. 60(2), pages 313-334, April.
    3. Maria Besiou & Alfonso J. Pedraza‐Martinez & Luk N. Van Wassenhove, 2021. "Humanitarian Operations and the UN Sustainable Development Goals," Production and Operations Management, Production and Operations Management Society, vol. 30(12), pages 4343-4355, December.
    4. Maria Besiou & Luk N. Van Wassenhove, 2020. "Humanitarian Operations: A World of Opportunity for Relevant and Impactful Research," Manufacturing & Service Operations Management, INFORMS, vol. 22(1), pages 135-145, January.
    5. Benjamin Faber & Thibault Fally, 2022. "Firm Heterogeneity in Consumption Baskets: Evidence from Home and Store Scanner Data," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 89(3), pages 1420-1459.
    6. Tanzid Hasnain & Irem Sengul Orgut & Julie Simmons Ivy, 2021. "Elicitation of Preference among Multiple Criteria in Food Distribution by Food Banks," Production and Operations Management, Production and Operations Management Society, vol. 30(12), pages 4475-4500, December.
    7. Jérémie Gallien & Ngai‐Hang Z. Leung & Prashant Yadav, 2021. "Inventory Policies for Pharmaceutical Distribution in Zambia: Improving Availability and Access Equity," Production and Operations Management, Production and Operations Management Society, vol. 30(12), pages 4501-4521, December.
    8. Hunt Allcott & Rebecca Diamond & Jean-Pierre Dubé & Jessie Handbury & Ilya Rahkovsky & Molly Schnell, 2019. "Food Deserts and the Causes of Nutritional Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(4), pages 1793-1844.
    9. Yi-Chun Chen & Velibor V. Mišić, 2022. "Decision Forest: A Nonparametric Approach to Modeling Irrational Choice," Management Science, INFORMS, vol. 68(10), pages 7090-7111, October.
    10. A. Gürhan Kök & Marshall L. Fisher, 2007. "Demand Estimation and Assortment Optimization Under Substitution: Methodology and Application," Operations Research, INFORMS, vol. 55(6), pages 1001-1021, December.
    11. Fitzsimons, Gavan J, 2000. "Consumer Response to Stockouts," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 27(2), pages 249-266, September.
    12. Stefano DellaVigna & Matthew Gentzkow, 2019. "Uniform Pricing in U.S. Retail Chains," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(4), pages 2011-2084.
    13. Alice Fothergill & Lori Peek, 2004. "Poverty and Disasters in the United States: A Review of Recent Sociological Findings," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 32(1), pages 89-110, May.
    14. Alberto Abadie & Susan Athey & Guido W Imbens & Jeffrey M Wooldridge, 2023. "When Should You Adjust Standard Errors for Clustering?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 138(1), pages 1-35.
    15. Eric T. Anderson & Gavan J. Fitzsimons & Duncan Simester, 2006. "Measuring and Mitigating the Costs of Stockouts," Management Science, INFORMS, vol. 52(11), pages 1751-1763, November.
    16. Amrita Kundu & Stephen J. Anderson & Kamalini Ramdas, 2024. "Disruptions, Redundancy Strategies, and Performance of Small Firms: Evidence from Uganda," Management Science, INFORMS, vol. 70(12), pages 8265-8283, December.
    17. Billings, Stephen B. & Gallagher, Emily A. & Ricketts, Lowell, 2022. "Let the rich be flooded: The distribution of financial aid and distress after hurricane harvey," Journal of Financial Economics, Elsevier, vol. 146(2), pages 797-819.
    18. Goodman-Bacon, Andrew, 2021. "Difference-in-differences with variation in treatment timing," Journal of Econometrics, Elsevier, vol. 225(2), pages 254-277.
    19. Kay Jowers & Lala Ma & Christopher D. Timmins, 2023. "Racial Gaps in Federal Flood Buyout Compensations," AEA Papers and Proceedings, American Economic Association, vol. 113, pages 451-455, May.
    20. David Simchi-Levi & William Schmidt & Yehua Wei & Peter Yun Zhang & Keith Combs & Yao Ge & Oleg Gusikhin & Michael Sanders & Don Zhang, 2015. "Identifying Risks and Mitigating Disruptions in the Automotive Supply Chain," Interfaces, INFORMS, vol. 45(5), pages 375-390, October.
    21. Gloria Urrea & Eunae Yoo, 2023. "The role of volunteer experience on performance on online volunteering platforms," Production and Operations Management, Production and Operations Management Society, vol. 32(2), pages 416-433, February.
    22. Yimin Wang & Wendell Gilland & Brian Tomlin, 2010. "Mitigating Supply Risk: Dual Sourcing or Process Improvement?," Manufacturing & Service Operations Management, INFORMS, vol. 12(3), pages 489-510, September.
    23. Lingxiu Dong & Brian Tomlin, 2012. "Managing Disruption Risk: The Interplay Between Operations and Insurance," Management Science, INFORMS, vol. 58(10), pages 1898-1915, October.
    24. Joline Uichanco, 2022. "A Model for Prepositioning Emergency Relief Items Before a Typhoon with an Uncertain Trajectory," Manufacturing & Service Operations Management, INFORMS, vol. 24(2), pages 766-790, March.
    25. Jessie Handbury, 2021. "Are Poor Cities Cheap for Everyone? Non‐Homotheticity and the Cost of Living Across U.S. Cities," Econometrica, Econometric Society, vol. 89(6), pages 2679-2715, November.
    26. Alexandre Dolgui & Dmitry Ivanov, 2021. "Ripple effect and supply chain disruption management: new trends and research directions," International Journal of Production Research, Taylor & Francis Journals, vol. 59(1), pages 102-109, January.
    27. Mahyar Eftekhar & Jing-Sheng Jeannette Song & Scott Webster, 2022. "Prepositioning and Local Purchasing for Emergency Operations Under Budget, Demand, and Supply Uncertainty," Manufacturing & Service Operations Management, INFORMS, vol. 24(1), pages 315-332, January.
    28. ManMohan S. Sodhi & James Knuckles, 2021. "Development‐Aid Supply Chains for Economic Development and Post‐Disaster Recovery," Production and Operations Management, Production and Operations Management Society, vol. 30(12), pages 4412-4434, December.
    29. Avery Haviv, 2022. "Consumer Search, Price Promotions, and Counter-Cyclic Pricing," Marketing Science, INFORMS, vol. 41(2), pages 294-314, March.
    30. Holger Dette & Martin Schumann, 2024. "Testing for Equivalence of Pre-Trends in Difference-in-Differences Estimation," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 42(4), pages 1289-1301, October.
    31. Mili Mehrotra & William Schmidt, 2021. "The Value of Supply Chain Disruption Duration Information," Production and Operations Management, Production and Operations Management Society, vol. 30(9), pages 3015-3035, September.
    32. Andres F. Jola-Sanchez & Juan Camilo Serpa, 2021. "Inventory in Times of War," Management Science, INFORMS, vol. 67(10), pages 6457-6479, October.
    33. Christian Broda & Ephraim Leibtag & David E. Weinstein, 2009. "The Role of Prices in Measuring the Poor's Living Standards," Journal of Economic Perspectives, American Economic Association, vol. 23(2), pages 77-97, Spring.
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