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People inflows as a pandemic trigger: Evidence from a quasi-experimental study

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  • Caria, Andrea
  • Delogu, Marco
  • Meleddu, Marta
  • Sotgiu, Giovanni

Abstract

Although it has been established that population density can contribute to the outbreak of the COVID-19 virus, there is no evidence to suggest that economic activities, which imply a significant change in mobility, played a causal role in the unfolding of the pandemic. In this paper, we exploit the particular situation of Sardinia (Italy) in 2020 to examine how changes in mobility due to tourism inflows (a proxy of economic activities) influenced the development of the COVID-19 pandemic. Using a difference-in-differences approach, we identify a strong causal relationship between tourism flows and the emergence of COVID-19 cases in Sardinia. We estimate the elasticity of COVID-19 cases in relation to the share of tourists to be 4.1%, which increases to 5.1% when excluding local residents. Our analysis suggests that, in the absence of tools preventing the spread of infection, changes in population density due to economic activities trigger the pandemic spreading in previously unaffected locations. This work contributes to the debate on the complex relationship between COVID-19 and the characteristics of locations by providing helpful evidence for risk-prevention policies.

Suggested Citation

  • Caria, Andrea & Delogu, Marco & Meleddu, Marta & Sotgiu, Giovanni, 2024. "People inflows as a pandemic trigger: Evidence from a quasi-experimental study," Economics & Human Biology, Elsevier, vol. 52(C).
  • Handle: RePEc:eee:ehbiol:v:52:y:2024:i:c:s1570677x23001223
    DOI: 10.1016/j.ehb.2023.101341
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    1. 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).
    2. Damian Clarke & Kathya Tapia-Schythe, 2021. "Implementing the panel event study," Stata Journal, StataCorp LP, vol. 21(4), pages 853-884, December.
    3. Marcos Díaz Ramírez & Paolo Veneri & Alexander C. Lembcke, 2022. "Where did it hit harder? Understanding the geography of excess mortality during the COVID‐19 pandemic," Journal of Regional Science, Wiley Blackwell, vol. 62(3), pages 889-908, June.
    4. Damian Clarke & Kathya Tapia-Schythe, 2021. "Implementing the panel event study," Stata Journal, StataCorp LP, vol. 21(4), pages 853-884, December.
    5. Karabulut, Gokhan & Bilgin, Mehmet Huseyin & Demir, Ender & Doker, Asli Cansin, 2020. "How pandemics affect tourism: International evidence," Annals of Tourism Research, Elsevier, vol. 84(C).
    6. Ascani, Andrea & Faggian, Alessandra & Montresor, Sandro & Palma, Alessandro, 2021. "Mobility in times of pandemics: Evidence on the spread of COVID19 in Italy's labour market areas," Structural Change and Economic Dynamics, Elsevier, vol. 58(C), pages 444-454.
    7. Batalha, Mafalda & Gonçalves, Duarte & Peralta, Susana & Pereira dos Santos, João, 2022. "The virus that devastated tourism: The impact of covid-19 on the housing market," Regional Science and Urban Economics, Elsevier, vol. 95(C).
    8. Carozzi, Felipe & Provenzano, Sandro & Roth, Sefi, 2022. "Urban density and COVID-19: understanding the US experience," LSE Research Online Documents on Economics 117261, London School of Economics and Political Science, LSE Library.
    9. Valerio Della Corte & Claudio Doria & Giacomo Oddo, 2023. "The impact of COVID‐19 on international tourism flows to Italy: Evidence from mobile phone data," The World Economy, Wiley Blackwell, vol. 46(5), pages 1378-1407, May.
    10. Glaeser, Edward L. & Gorback, Caitlin & Redding, Stephen J., 2022. "JUE Insight: How much does COVID-19 increase with mobility? Evidence from New York and four other U.S. cities," Journal of Urban Economics, Elsevier, vol. 127(C).
    11. Smriti Mallapaty, 2020. "What the cruise-ship outbreaks reveal about COVID-19," Nature, Nature, vol. 580(7801), pages 18-18, April.
    12. 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.
    13. José Luis Montiel Olea & Carolin Pflueger, 2013. "A Robust Test for Weak Instruments," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 31(3), pages 358-369, July.
    14. 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).
    15. Isaiah Andrews & James H. Stock & Liyang Sun, 2019. "Weak Instruments in Instrumental Variables Regression: Theory and Practice," Annual Review of Economics, Annual Reviews, vol. 11(1), pages 727-753, August.
    16. Tamás Krisztin & Philipp Piribauer & Michael Wögerer, 2020. "The spatial econometrics of the coronavirus pandemic," Letters in Spatial and Resource Sciences, Springer, vol. 13(3), pages 209-218, December.
    17. Imad A. Moosa & Ibrahim N. Khatatbeh, 2021. "The density paradox: Are densely‐populated regions more vulnerable to Covid‐19?," International Journal of Health Planning and Management, Wiley Blackwell, vol. 36(5), pages 1575-1588, September.
    18. 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).
    19. Laroze, Denise & Neumayer, Eric & Plümper, Thomas, 2021. "COVID-19 does not stop at open borders: Spatial contagion among local authority districts during England's first wave," Social Science & Medicine, Elsevier, vol. 270(C).
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    More about this item

    Keywords

    COVID-19; Causality; Mobility; Difference-in-differences; Instrumental variable;
    All these keywords.

    JEL classification:

    • I10 - Health, Education, and Welfare - - Health - - - General
    • Z38 - Other Special Topics - - Tourism Economics - - - Policy
    • L83 - Industrial Organization - - Industry Studies: Services - - - Sports; Gambling; Restaurants; Recreation; Tourism

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