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Impact of the Euro 2020 championship on the spread of COVID-19

Author

Listed:
  • Jonas Dehning

    (Max Planck Institute for Dynamics and Self-Organization)

  • Sebastian B. Mohr

    (Max Planck Institute for Dynamics and Self-Organization)

  • Sebastian Contreras

    (Max Planck Institute for Dynamics and Self-Organization)

  • Philipp Dönges

    (Max Planck Institute for Dynamics and Self-Organization)

  • Emil N. Iftekhar

    (Max Planck Institute for Dynamics and Self-Organization)

  • Oliver Schulz

    (Max Planck Institute for Physics)

  • Philip Bechtle

    (Universität Bonn)

  • Viola Priesemann

    (Max Planck Institute for Dynamics and Self-Organization
    University of Göttingen
    University of Göttingen)

Abstract

Large-scale events like the UEFA Euro 2020 football (soccer) championship offer a unique opportunity to quantify the impact of gatherings on the spread of COVID-19, as the number and dates of matches played by participating countries resembles a randomized study. Using Bayesian modeling and the gender imbalance in COVID-19 data, we attribute 840,000 (95% CI: [0.39M, 1.26M]) COVID-19 cases across 12 countries to the championship. The impact depends non-linearly on the initial incidence, the reproduction number R, and the number of matches played. The strongest effects are seen in Scotland and England, where as much as 10,000 primary cases per million inhabitants occur from championship-related gatherings. The average match-induced increase in R was 0.46 [0.18, 0.75] on match days, but important matches caused an increase as large as +3. Altogether, our results provide quantitative insights that help judge and mitigate the impact of large-scale events on pandemic spread.

Suggested Citation

  • Jonas Dehning & Sebastian B. Mohr & Sebastian Contreras & Philipp Dönges & Emil N. Iftekhar & Oliver Schulz & Philip Bechtle & Viola Priesemann, 2023. "Impact of the Euro 2020 championship on the spread of COVID-19," Nature Communications, Nature, vol. 14(1), pages 1-14, December.
  • Handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-022-35512-x
    DOI: 10.1038/s41467-022-35512-x
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    as
    1. Mrinank Sharma & Sören Mindermann & Charlie Rogers-Smith & Gavin Leech & Benedict Snodin & Janvi Ahuja & Jonas B. Sandbrink & Joshua Teperowski Monrad & George Altman & Gurpreet Dhaliwal & Lukas Finnv, 2021. "Understanding the effectiveness of government interventions against the resurgence of COVID-19 in Europe," Nature Communications, Nature, vol. 12(1), pages 1-13, December.
    2. Thomas Hale & Noam Angrist & Rafael Goldszmidt & Beatriz Kira & Anna Petherick & Toby Phillips & Samuel Webster & Emily Cameron-Blake & Laura Hallas & Saptarshi Majumdar & Helen Tatlow, 2021. "A global panel database of pandemic policies (Oxford COVID-19 Government Response Tracker)," Nature Human Behaviour, Nature, vol. 5(4), pages 529-538, April.
    3. Shixiong Hu & Wei Wang & Yan Wang & Maria Litvinova & Kaiwei Luo & Lingshuang Ren & Qianlai Sun & Xinghui Chen & Ge Zeng & Jing Li & Lu Liang & Zhihong Deng & Wen Zheng & Mei Li & Hao Yang & Jinxin Gu, 2021. "Infectivity, susceptibility, and risk factors associated with SARS-CoV-2 transmission under intensive contact tracing in Hunan, China," Nature Communications, Nature, vol. 12(1), pages 1-11, December.
    4. Dhaval Dave & Drew McNichols & Joseph J. Sabia, 2021. "The contagion externality of a superspreading event: The Sturgis Motorcycle Rally and COVID‐19," Southern Economic Journal, John Wiley & Sons, vol. 87(3), pages 769-807, January.
    5. Andrew Gelman & Ben Goodrich & Jonah Gabry & Aki Vehtari, 2019. "R-squared for Bayesian Regression Models," The American Statistician, Taylor & Francis Journals, vol. 73(3), pages 307-309, July.
    6. Elisa Herold & Felix Boronczyk & Christoph Breuer, 2021. "Professional Clubs as Platforms in Multi-Sided Markets in Times of COVID-19: The Role of Spectators and Atmosphere in Live Football," Sustainability, MDPI, vol. 13(4), pages 1-16, February.
    7. Cliff C. Kerr & Dina Mistry & Robyn M. Stuart & Katherine Rosenfeld & Gregory R. Hart & Rafael C. Núñez & Jamie A. Cohen & Prashanth Selvaraj & Romesh G. Abeysuriya & Michał Jastrzębski & Lauren Georg, 2021. "Controlling COVID-19 via test-trace-quarantine," Nature Communications, Nature, vol. 12(1), pages 1-12, December.
    8. Shixiong Hu & Wei Wang & Yan Wang & Maria Litvinova & Kaiwei Luo & Lingshuang Ren & Qianlai Sun & Xinghui Chen & Ge Zeng & Jing Li & Lu Liang & Zhihong Deng & Wen Zheng & Mei Li & Hao Yang & Jinxin Gu, 2021. "Author Correction: Infectivity, susceptibility, and risk factors associated with SARS-CoV-2 transmission under intensive contact tracing in Hunan, China," Nature Communications, Nature, vol. 12(1), pages 1-1, December.
    9. Vincenzo Alfano, 2022. "COVID-19 Diffusion Before Awareness: The Role of Football Match Attendance in Italy," Journal of Sports Economics, , vol. 23(5), pages 503-523, June.
    10. Sebastian Contreras & Jonas Dehning & Matthias Loidolt & Johannes Zierenberg & F. Paul Spitzner & Jorge H. Urrea-Quintero & Sebastian B. Mohr & Michael Wilczek & Michael Wibral & Viola Priesemann, 2021. "The challenges of containing SARS-CoV-2 via test-trace-and-isolate," Nature Communications, Nature, vol. 12(1), pages 1-13, December.
    11. Fischer Kai, 2022. "Thinning out spectators: Did football matches contribute to the second COVID-19 wave in Germany?," German Economic Review, De Gruyter, vol. 23(4), pages 595-640, December.
    12. Liang Wang & Xavier Didelot & Jing Yang & Gary Wong & Yi Shi & Wenjun Liu & George F. Gao & Yuhai Bi, 2020. "Inference of person-to-person transmission of COVID-19 reveals hidden super-spreading events during the early outbreak phase," Nature Communications, Nature, vol. 11(1), pages 1-6, December.
    13. Shixiong Hu & Wei Wang & Yan Wang & Maria Litvinova & Kaiwei Luo & Lingshuang Ren & Qianlai Sun & Xinghui Chen & Ge Zeng & Jing Li & Lu Liang & Zhihong Deng & Wen Zheng & Mei Li & Hao Yang & Jinxin Gu, 2021. "Author Correction: Infectivity, susceptibility, and risk factors associated with SARS-CoV-2 transmission under intensive contact tracing in Hunan, China," Nature Communications, Nature, vol. 12(1), pages 1-1, December.
    14. Gómez, Juan-Pedro & Mironov, Maxim, 2021. "Using Soccer Games as an Instrument to Forecast the Spread of COVID-19 in Europe," Finance Research Letters, Elsevier, vol. 43(C).
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