IDEAS home Printed from https://ideas.repec.org/a/inm/ormnsc/v70y2024i5p3302-3318.html

The Impact of Government Interventions on COVID-19 Spread and Consumer Spending

Author

Listed:
  • Nan Zhao

    (Olin Business School, Washington University in St. Louis, St. Louis, Missouri 63130)

  • Song Yao

    (Olin Business School, Washington University in St. Louis, St. Louis, Missouri 63130)

  • Raphael Thomadsen

    (Olin Business School, Washington University in St. Louis, St. Louis, Missouri 63130)

  • Chong Bo Wang

    (Olin Business School, Washington University in St. Louis, St. Louis, Missouri 63130)

Abstract

We examine the impact of government interventions on the spread of COVID-19 and consumer spending. We do this by first estimating models of COVID-19 spread, consumer spending, and social distancing in the United States during the early stages of the COVID-19 pandemic. Social distancing has a large effect on reducing COVID-19 spread and is responsive to national and local case numbers. Nonmask government interventions reduce COVID-19 spread, whereas the effectiveness of mask mandates is much smaller and statistically insignificant. Mask mandates tend to increase social distancing, as do nonmask governmental restrictions as a whole. Social distancing hurts spending in the absence of a mask mandate but has a negligible effect on spending if there is a mask mandate. Mask mandates have a direct effect of increasing spending in counties with high levels of social distancing while reducing spending in counties with low levels of social distancing. We use these three estimated models to calculate the effect of mask mandates and other governmental interventions on COVID-19 cases, deaths, and consumer spending. Implemented mask mandates decreased COVID-19 cases by a statistically insignificant 774,000 cases, saving 28,000 lives, over a four-month period, but led to $76B–$155B of additional consumer spending. Other nonmask governmental interventions that were implemented reduced the number of COVID-19 cases by 34M, saving 1,230,000 lives, while reducing consumer spending by approximately $470B–$703B over our 4-month period of the study. Thus, these restrictions were cost effective as long as one values each saved life at $387,000–$608,000 or more.

Suggested Citation

  • Nan Zhao & Song Yao & Raphael Thomadsen & Chong Bo Wang, 2024. "The Impact of Government Interventions on COVID-19 Spread and Consumer Spending," Management Science, INFORMS, vol. 70(5), pages 3302-3318, May.
  • Handle: RePEc:inm:ormnsc:v:70:y:2024:i:5:p:3302-3318
    DOI: 10.1287/mnsc.2023.4853
    as

    Download full text from publisher

    File URL: http://dx.doi.org/10.1287/mnsc.2023.4853
    Download Restriction: no

    File URL: https://libkey.io/10.1287/mnsc.2023.4853?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Waldfogel, Joel, 2003. "Preference Externalities: An Empirical Study of Who Benefits Whom in Differentiated-Product Markets," RAND Journal of Economics, The RAND Corporation, vol. 34(3), pages 557-568, Autumn.
    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. Daron Acemoglu & Victor Chernozhukov & Iván Werning & Michael D. Whinston, 2021. "Optimal Targeted Lockdowns in a Multigroup SIR Model," American Economic Review: Insights, American Economic Association, vol. 3(4), pages 487-502, December.
    4. Austin L. Wright & Geet Chawla & Luke Chen & Anthony Farmer, 2020. "Tracking Mask Mandates during the COVID-19 Pandemic," Working Papers 2020-104, Becker Friedman Institute for Research In Economics.
    5. Xing Li & Wesley R. Hartmann & Tomomichi Amano, 2024. "Preference Externality Estimators: A Comparison of Border Approaches and IVs," Management Science, INFORMS, vol. 70(11), pages 7892-7910, November.
    6. Kleibergen, Frank & Paap, Richard, 2006. "Generalized reduced rank tests using the singular value decomposition," Journal of Econometrics, Elsevier, vol. 133(1), pages 97-126, July.
    7. Michael Thomas, 2020. "Spillovers from Mass Advertising: An Identification Strategy," Marketing Science, INFORMS, vol. 39(4), pages 807-826, July.
    8. Christopher F Baum & Mark E. Schaffer & Steven Stillman, 2007. "Enhanced routines for instrumental variables/generalized method of moments estimation and testing," Stata Journal, StataCorp LLC, vol. 7(4), pages 465-506, December.
    9. Daron Acemoglu & Victor Chernozhukov & Ivan Werning & Micheal D Whinston, "undated". "Optimal Targeted Lockdowns in a Multi-Group SIR Model," ERSA Working Paper Series v::y:2020:i::id:103, Economic Research Southern Africa.
    10. Seres, Gyula & Balleyer, Anna & Cerutti, Nicola & Friedrichsen, Jana & Süer, Müge, 2020. "Face mask use and physical distancing before and after mandatory masking: Evidence from public waiting lines," Discussion Papers, Research Unit: Economics of Change SP II 2020-305, WZB Berlin Social Science Center.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Seres, Gyula & Balleyer, Anna & Cerutti, Nicola & Friedrichsen, Jana & Süer, Müge, 2021. "Face mask use and physical distancing before and after mandatory masking: No evidence on risk compensation in public waiting lines," Journal of Economic Behavior & Organization, Elsevier, vol. 192(C), pages 765-781.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Chernozhukov, Victor & Kasahara, Hiroyuki & Schrimpf, Paul, 2021. "Causal impact of masks, policies, behavior on early covid-19 pandemic in the U.S," Journal of Econometrics, Elsevier, vol. 220(1), pages 23-62.
    2. 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).
    3. Chen, Simiao & Jin, Zhangfeng & Bärnighausen, Till & Bloom, David E., 2025. "Did early diagnostic confirmation save lives during the COVID-19 pandemic? Evidence from China," China Economic Review, Elsevier, vol. 93(C).
    4. Francesca Caselli & Francesco Grigoli & Damiano Sandri & Antonio Spilimbergo, 2022. "Correction to: Mobility Under the COVID-19 Pandemic: Asymmetric Effects Across Gender and Age," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 70(1), pages 139-140, March.
    5. MacDonald, Peter, 2013. "Labour substitution and the scope for military outsourcing," MPRA Paper 46688, University Library of Munich, Germany.
    6. Garcia-Fuentes, Pablo A. & Kennedy, P. Lynn & Ferreira, Gustavo F.C., 2025. "Growth effects of remittances in developing countries: A growth accounting approach," Emerging Markets Review, Elsevier, vol. 67(C).
    7. Dieudonné Mignamissi & Eric Xaverie Possi Tebeng, 2026. "From Attraction to Adaptation: How Soft Power Reduces Climate Vulnerability," Comparative Economic Studies, Palgrave Macmillan;Association for Comparative Economic Studies, vol. 68(1), pages 1-39, March.
    8. Fraser Summerfield & Livio Di Matteo, 2021. "Influenza Pandemics and Macroeconomic Fluctuations in Recent Economic History," Working Papers 210002, Canadian Centre for Health Economics.
    9. Xiao Chen & Hanwei Huang & Jiandong Ju & Ruoyan Sun & Jialiang Zhang, 2022. "Endogenous cross-region human mobility and pandemics," CEP Discussion Papers dp1860, Centre for Economic Performance, LSE.
    10. Vance, Colin & Frondel, Manuel, 2015. "From fuel taxation to efficiency standards: A wrong turn in European climate protection?," VfS Annual Conference 2015 (Muenster): Economic Development - Theory and Policy 113171, Verein für Socialpolitik / German Economic Association.
    11. Juergen Bitzer & Erkan Goeren, 2018. "Foreign Aid and Subnational Development: A Grid Cell Analysis," Working Papers V-407-18, University of Oldenburg, Department of Economics, revised Mar 2018.
    12. Brockhaus, Jan & Kalkuhl, Matthias & Kozicka, Marta, "undated". "What Drives India’s Rice Stocks? Empirical Evidence," 2016 Annual Meeting, July 31-August 2, Boston, Massachusetts 235659, Agricultural and Applied Economics Association.
    13. Bruno Ćorić & Vladimir Šimić, 2021. "Economic disasters and aggregate investment," Empirical Economics, Springer, vol. 61(6), pages 3087-3124, December.
    14. Chen, Xiaowei & Chong, Wing Fung & Feng, Runhuan & Zhang, Linfeng, 2021. "Pandemic risk management: Resources contingency planning and allocation," Insurance: Mathematics and Economics, Elsevier, vol. 101(PB), pages 359-383.
    15. Rajeev K. Goel & James W. Saunoris & Xingyuan Zhang, 2016. "Intranational And International Knowledge Flows: Effects On The Formal And Informal Sectors," Contemporary Economic Policy, Western Economic Association International, vol. 34(2), pages 297-311, April.
    16. Sisira Sarma & Rose Anne Devlin & Jason Gilliland & M. Karen Campbell & Gregory S. Zaric, 2015. "The Effect of Leisure‐Time Physical Activity on Obesity, Diabetes, High BP and Heart Disease Among Canadians: Evidence from 2000/2001 to 2005/2006," Health Economics, John Wiley & Sons, Ltd., vol. 24(12), pages 1531-1547, December.
    17. Burger, John D. & Warnock, Francis E. & Warnock, Veronica Cacdac, 2018. "Currency matters: Analyzing international bond portfolios," Journal of International Economics, Elsevier, vol. 114(C), pages 376-388.
    18. Leonardo Becchetti & Pierluigi Conzo & Fabio Pisani, 2018. "Education and health in Europe," Applied Economics, Taylor & Francis Journals, vol. 50(12), pages 1362-1377, March.
    19. Puentes, Esteban & Wang, Fan & Behrman, Jere R. & Cunha, Flavio & Hoddinott, John & Maluccio, John A. & Adair, Linda S. & Borja, Judith B. & Martorell, Reynaldo & Stein, Aryeh D., 2016. "Early life height and weight production functions with endogenous energy and protein inputs," Economics & Human Biology, Elsevier, vol. 22(C), pages 65-81.
    20. Iman Parsa & Mahyar Eftekhar & Charles J Corbett, 2022. "Does governance ease the overhead squeeze experienced by nonprofits?," Production and Operations Management, Production and Operations Management Society, vol. 31(8), pages 3288-3303, August.

    More about this item

    Keywords

    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:inm:ormnsc:v:70:y:2024:i:5:p:3302-3318. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Chris Asher (email available below). General contact details of provider: https://edirc.repec.org/data/inforea.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.