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Business Restrictions and COVID-19 Fatalities
[The immediate effect of COVID-19 policies on social distancing behavior in the United States]

Author

Listed:
  • Matthew Spiegel
  • Heather Tookes

Abstract

We collect a time-series database of business and related restrictions for every county in the United States from March through December 2020. We find strong evidence consistent with the idea that employee mask policies, mask mandates for the general population, restaurant and bar closures, gym closures, and high-risk business closures reduce future fatality growth. Other business restrictions, such as second-round closures of low- to medium-risk businesses and personal care/spa services, did not generate consistent evidence of lowered fatality growth and may have been counterproductive.

Suggested Citation

  • Matthew Spiegel & Heather Tookes, 2021. "Business Restrictions and COVID-19 Fatalities [The immediate effect of COVID-19 policies on social distancing behavior in the United States]," The Review of Financial Studies, Society for Financial Studies, vol. 34(11), pages 5266-5308.
  • Handle: RePEc:oup:rfinst:v:34:y:2021:i:11:p:5266-5308.
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    File URL: http://hdl.handle.net/10.1093/rfs/hhab069
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    1. Askitas, Nikos & Tatsiramos, Konstantinos & Verheyden, Bertrand, 2020. "Lockdown Strategies, Mobility Patterns and COVID-19," IZA Discussion Papers 13293, Institute of Labor Economics (IZA).
    2. Michael Halling & Jin Yu & Josef Zechner, 2020. "How Did COVID-19 Affect Firms’ Access to Public Capital Markets?," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 9(3), pages 501-533.
    3. Michael Halling & Jin Yu & Josef Zechner, 0. "How Did COVID-19 Affect Firms’ Access to Public Capital Markets?," Review of Corporate Finance Studies, Oxford University Press, vol. 9(3), pages 501-533.
    4. Martin S Eichenbaum & Sergio Rebelo & Mathias Trabandt, 2021. "The Macroeconomics of Epidemics [Economic activity and the spread of viral diseases: Evidence from high frequency data]," The Review of Financial Studies, Society for Financial Studies, vol. 34(11), pages 5149-5187.
    5. Dhaval Dave & Andrew I. Friedson & Kyutaro Matsuzawa & Joseph J. Sabia, 2021. "When Do Shelter‐In‐Place Orders Fight Covid‐19 Best? Policy Heterogeneity Across States And Adoption Time," Economic Inquiry, Western Economic Association International, vol. 59(1), pages 29-52, January.
    6. Robert J. Barro & José F. Ursúa & Joanna Weng, 2020. "The Coronavirus and the Great Influenza Pandemic: Lessons from the “Spanish Flu” for the Coronavirus’s Potential Effects on Mortality and Economic Activity," NBER Working Papers 26866, National Bureau of Economic Research, Inc.
    7. Viral V Acharya & Sascha Steffen, 0. "The Risk of Being a Fallen Angel and the Corporate Dash for Cash in the Midst of COVID," Review of Corporate Finance Studies, Oxford University Press, vol. 9(3), pages 430-471.
    8. Niels Joachim Gormsen & Ralph S J Koijen & Nikolai Roussanov, 0. "Coronavirus: Impact on Stock Prices and Growth Expectations," The Review of Asset Pricing Studies, Society for Financial Studies, vol. 10(4), pages 574-597.
    9. M. Keith Chen & Judith A. Chevalier & Elisa F. Long, 2021. "Nursing home staff networks and COVID-19," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 118(1), pages 2015455118-, January.
    10. Viral V Acharya & Sascha Steffen, 2020. "The Risk of Being a Fallen Angel and the Corporate Dash for Cash in the Midst of COVID," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 9(3), pages 430-471.
    11. repec:aei:rpaper:1008560098 is not listed on IDEAS
    12. Andrew G. Atkeson & Karen A. Kopecky & Tao Zha, 2024. "Four Stylized Facts About Covid‐19," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 65(1), pages 3-42, February.
    13. Scott R Baker & Robert A Farrokhnia & Steffen Meyer & Michaela Pagel & Constantine Yannelis & Jeffrey Pontiff, 0. "How Does Household Spending Respond to an Epidemic? Consumption during the 2020 COVID-19 Pandemic," The Review of Asset Pricing Studies, Society for Financial Studies, vol. 10(4), pages 834-862.
    14. Thuy D. Nguyen & Sumedha Gupta & Martin Andersen & Ana Bento & Kosali I. Simon & Coady Wing, 2020. "Impacts of State Reopening Policy on Human Mobility," NBER Working Papers 27235, National Bureau of Economic Research, Inc.
    15. Colin J. Carlson & Ana C. R. Gomez & Shweta Bansal & Sadie J. Ryan, 2020. "Misconceptions about weather and seasonality must not misguide COVID-19 response," Nature Communications, Nature, vol. 11(1), pages 1-4, December.
    16. Dhaval M. Dave & Andrew I. Friedson & Kyutaro Matsuzawa & Joseph J. Sabia & Samuel Safford, 2020. "Were Urban Cowboys Enough to Control COVID-19? Local Shelter-in-Place Orders and Coronavirus Case Growth," NBER Working Papers 27229, National Bureau of Economic Research, Inc.
    17. Lorenzo Bretscher & Alex Hsu & Peter Simasek & Andrea Tamoni & Nikolai Roussanov, 0. "COVID-19 and the Cross-Section of Equity Returns: Impact and Transmission," The Review of Asset Pricing Studies, Society for Financial Studies, vol. 10(4), pages 705-741.
    18. Nina Haug & Lukas Geyrhofer & Alessandro Londei & Elma Dervic & Amélie Desvars-Larrive & Vittorio Loreto & Beate Pinior & Stefan Thurner & Peter Klimek, 2020. "Ranking the effectiveness of worldwide COVID-19 government interventions," Nature Human Behaviour, Nature, vol. 4(12), pages 1303-1312, December.
    19. Andrew I. Friedson & Drew McNichols & Joseph J. Sabia & Dhaval Dave, 2020. "Did California’s Shelter-in-Place Order Work? Early Coronavirus-Related Public Health Effects," NBER Working Papers 26992, National Bureau of Economic Research, Inc.
    20. Solomon Hsiang & Daniel Allen & Sébastien Annan-Phan & Kendon Bell & Ian Bolliger & Trinetta Chong & Hannah Druckenmiller & Luna Yue Huang & Andrew Hultgren & Emma Krasovich & Peiley Lau & Jaecheol Le, 2020. "The effect of large-scale anti-contagion policies on the COVID-19 pandemic," Nature, Nature, vol. 584(7820), pages 262-267, August.
    21. Robert E. Hall & Charles I. Jones & Peter J. Klenow, 2020. "Trading Off Consumption and COVID-19 Deaths," Quarterly Review, Federal Reserve Bank of Minneapolis, vol. 42(1), pages 1-14, June.
    22. Robert J. Barro & José F. Ursua & Joanna Weng, 2020. "The Coronavirus and the Great Influenza Epidemic - Lessons from the "Spanish Flu" for the Coronavirus's Potential Effects on Mortality and Economic Activity," CESifo Working Paper Series 8166, CESifo.
    23. Martin Huber & Henrika Langen, 2020. "Timing matters: the impact of response measures on COVID-19-related hospitalization and death rates in Germany and Switzerland," Swiss Journal of Economics and Statistics, Springer;Swiss Society of Economics and Statistics, vol. 156(1), pages 1-19, December.
    24. Mark J Siedner & Guy Harling & Zahra Reynolds & Rebecca F Gilbert & Sebastien Haneuse & Atheendar S Venkataramani & Alexander C Tsai, 2020. "Social distancing to slow the US COVID-19 epidemic: Longitudinal pretest–posttest comparison group study," PLOS Medicine, Public Library of Science, vol. 17(8), pages 1-12, August.
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    2. John M. Bizjak & Swaminathan L. Kalpathy & Vassil T. Mihov & Jue Ren, 2022. "CEO Political Leanings and Store‐Level Economic Activity during the COVID‐19 Crisis: Effects on Shareholder Value and Public Health," Journal of Finance, American Finance Association, vol. 77(5), pages 2949-2986, October.
    3. Itay Goldstein & Ralph S J Koijen & Holger M Mueller, 2021. "COVID-19 and Its Impact on Financial Markets and the Real Economy [A model of endogenous risk intolerance and LSAPs: Asset prices and aggregate demand in a “COVID-19” shock]," The Review of Financial Studies, Society for Financial Studies, vol. 34(11), pages 5135-5148.
    4. Michael D. Noel, 2022. "Competitive survival in a devastated industry: Evidence from hotels during COVID‐19," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 31(1), pages 3-24, February.
    5. Sangkwon Kim & Youngjin Hwang & Chaeyoung Lee & Soobin Kwak & Junseok Kim, 2023. "Estimation of Total Cost Required in Controlling COVID-19 Outbreaks by Financial Incentives," IJERPH, MDPI, vol. 20(2), pages 1-15, January.
    6. Li, Pan & Chen, Kecai & Zhu, Xiaoneng, 2024. "Extreme Sentiment and Jumps in Analyst Forecast Dispersion," Finance Research Letters, Elsevier, vol. 62(PA).
    7. Barrot, Jean-Noël & Bonelli, Maxime & Grassi, Basile & Sauvagnat, Julien, 2024. "Causal effects of closing businesses in a pandemic," Journal of Financial Economics, Elsevier, vol. 154(C).
    8. Norden, Lars & Mesquita, Daniel & Wang, Weichao, 2021. "COVID-19, policy interventions and credit: The Brazilian experience," Journal of Financial Intermediation, Elsevier, vol. 48(C).
    9. Chen, Meichen & Qin, Cong & Zhang, Xiaoyu, 2022. "Cryptocurrency price discrepancies under uncertainty: Evidence from COVID-19 and lockdown nexus," Journal of International Money and Finance, Elsevier, vol. 124(C).
    10. Ştefan Cristian Gherghina & Liliana Nicoleta Simionescu, 2023. "Exploring the asymmetric effect of COVID-19 pandemic news on the cryptocurrency market: evidence from nonlinear autoregressive distributed lag approach and frequency domain causality," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 9(1), pages 1-58, December.
    11. Zhou, Ye & Huang, Difang & Chen, Muzi & Wang, Yunlong & Yang, Xiaoguang, 2024. "How did small business respond to unexpected shocks? Evidence from a natural experiment in China," Journal of Corporate Finance, Elsevier, vol. 84(C).

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    More about this item

    JEL classification:

    • I18 - Health, Education, and Welfare - - Health - - - Government Policy; Regulation; Public Health
    • H70 - Public Economics - - State and Local Government; Intergovernmental Relations - - - General
    • G38 - Financial Economics - - Corporate Finance and Governance - - - Government Policy and Regulation

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