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Mass gathering events and the spread of infectious diseases: Evidence from the early growth phase of COVID-19

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  • González-Val, Rafael
  • Marcén, Miriam

Abstract

This paper studies the impact on reported coronavirus 2019 (COVID-19) cases and deaths in Spain resulting from large mass gatherings that occurred from March 6 to March 8, 2020. To study these outcomes, the geographic differences in the planned pre-pandemic major events that took place on these dates were exploited, which is a quasi-random source of variation for identification purposes. We collected daily and detailed information about the number of attendees at football (soccer) and basketball matches in addition to individuals participating in the Women’s Day marches across Spain, which we merged with daily data on reported COVID-19 cases and deaths at the provincial level. Our results reveal evidence of non-negligible COVID-19 cases related to the differences in the percentage of attendees at these major events from March 6 to March 8. In a typical province, approximately 31% of the average daily reported COVID-19 cases per 100,000 inhabitants between mid-March and early April 2020 can be explained by the participation rate in those major events. A back-of-the-envelope calculation suggests that this implies almost five million euros (169,000 euros/day) of additional economic cost in the health system of a typical province with one million inhabitants in the period under consideration. Several mechanisms behind the spread of COVID-19 are also examined.

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  • González-Val, Rafael & Marcén, Miriam, 2022. "Mass gathering events and the spread of infectious diseases: Evidence from the early growth phase of COVID-19," Economics & Human Biology, Elsevier, vol. 46(C).
    • Handle: RePEc:eee:ehbiol:v:46:y:2022:i:c:s1570677x22000363
    DOI: 10.1016/j.ehb.2022.101140
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    1. Clément de Chaisemartin & Xavier D'Haultfœuille, 2020. "Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects," American Economic Review, American Economic Association, vol. 110(9), pages 2964-2996, September.
    2. Jérôme Adda, 2016. "Economic Activity and the Spread of Viral Diseases: Evidence from High Frequency Data," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(2), pages 891-941.
    3. Miriam Marcén & Marina Morales, 2021. "The intensity of COVID‐19 nonpharmaceutical interventions and labor market outcomes in the public sector," Journal of Regional Science, Wiley Blackwell, vol. 61(4), pages 775-798, September.
    4. Carlin, Patrick R. & Minard, Paul & Simon, Daniel H. & Wing, Coady, 2021. "Effects of large gatherings on the COVID-19 epidemic: Evidence from professional and college sports," Economics & Human Biology, Elsevier, vol. 43(C).
    5. Eleanor J. Murray, 2020. "Epidemiology's Time of Need: COVID-19 Calls for Epidemic-Related Economics," Journal of Economic Perspectives, American Economic Association, vol. 34(4), pages 105-120, Fall.
    6. Goodman-Bacon, Andrew & Marcus, Jan, 2020. "Using Difference-in-Differences to Identify Causal Effects of COVID-19 Policies," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 14(2), pages 153-158.
    7. Dhaval M. Dave & Andrew I. Friedson & Kyutaro Matsuzawa & Drew McNichols & Connor Redpath & Joseph J. Sabia, 2020. "Risk Aversion, Offsetting Community Effects, and COVID-19: Evidence from an Indoor Political Rally," NBER Working Papers 27522, National Bureau of Economic Research, Inc.
    8. Sumedha Gupta & Thuy D. Nguyen & Felipe Lozano Rojas & Shyam Raman & Byungkyu Lee & Ana Bento & Kosali I. Simon & Coady Wing, 2020. "Tracking Public and Private Responses to the COVID-19 Epidemic: Evidence from State and Local Government Actions," NBER Working Papers 27027, National Bureau of Economic Research, Inc.
    9. Aparicio Fenoll, Ainoa & Grossbard, Shoshana, 2020. "Intergenerational residence patterns and Covid-19 fatalities in the EU and the US," Economics & Human Biology, Elsevier, vol. 39(C).
    10. Brantly Callaway & Andrew Goodman-Bacon & Pedro H. C. Sant'Anna, 2021. "Difference-in-Differences with a Continuous Treatment," Papers 2107.02637, arXiv.org, revised Jan 2024.
    11. Michael A. Clemens & Ethan G. Lewis & Hannah M. Postel, 2018. "Immigration Restrictions as Active Labor Market Policy: Evidence from the Mexican Bracero Exclusion," American Economic Review, American Economic Association, vol. 108(6), pages 1468-1487, June.
    12. Armillei, Francesco & Filippucci, Francesco & Fletcher, Thomas, 2021. "Did Covid-19 hit harder in peripheral areas? The case of Italian municipalities," Economics & Human Biology, Elsevier, vol. 42(C).
    13. James H. Fowler & Seth J. Hill & Remy Levin & Nick Obradovich, 2020. "The effect of stay-at-home orders on COVID-19 cases and fatalities in the United States," Papers 2004.06098, arXiv.org, revised May 2020.
    14. Andrew Goodman-Bacon, 2018. "Public Insurance and Mortality: Evidence from Medicaid Implementation," Journal of Political Economy, University of Chicago Press, vol. 126(1), pages 216-262.
    15. Amuedo-Dorantes, Catalina & Marcén, Miriam & Morales, Marina & Sevilla, Almudena, 2020. "COVID-19 School Closures and Parental Labor Supply in the United States," IZA Discussion Papers 13827, Institute of Labor Economics (IZA).
    16. Stefan Moritz & Cornelia Gottschick & Johannes Horn & Mario Popp & Susan Langer & Bianca Klee & Oliver Purschke & Michael Gekle & Angelika Ihling & Frank D. L. Zimmermann & Rafael Mikolajczyk, 2021. "The risk of indoor sports and culture events for the transmission of COVID-19," Nature Communications, Nature, vol. 12(1), pages 1-9, December.
    17. Amuedo-Dorantes, Catalina & Borra, Cristina & Rivera-Garrido, Noelia & Sevilla, Almudena, 2021. "Early adoption of non-pharmaceutical interventions and COVID-19 mortality," Economics & Human Biology, Elsevier, vol. 42(C).
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    More about this item

    Keywords

    COVID-19; Mass gathering events; Cases; Deaths; Spain;
    All these keywords.

    JEL classification:

    • I12 - Health, Education, and Welfare - - Health - - - Health Behavior
    • I18 - Health, Education, and Welfare - - Health - - - Government Policy; Regulation; Public Health
    • J10 - Labor and Demographic Economics - - Demographic Economics - - - General

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