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The early impacts of the COVID-19 pandemic on business sales

Author

Listed:
  • Robert Fairlie

    (University of California Santa Cruz
    Stanford University (Visiting Scholar)
    National Bureau of Economic Research)

  • Frank M. Fossen

    (University of Nevada, Reno
    IZA)

Abstract

COVID-19 led to a massive shutdown of businesses in the second quarter of 2020. Estimates from the Current Population Survey, for example, indicate that the number of active business owners dropped by 22% from February to April 2020. We provide the first analysis of losses in sales among the universe of businesses in California using administrative data from the California Department of Tax and Fee Administration. Losses in taxable sales average 17% in the second quarter of 2020 relative to the second quarter of 2019 even though year-over-year sales typically grow by 3-4%. We find that sales losses were largest in businesses affected by mandatory lockdowns such as accommodations, which lost 91%, whereas online sales grew by 180%. Placing business types into different categories based on whether they were considered essential or nonessential (and thus subject to early lockdowns) and whether they have a moderate or high level of person-to-person contact, we find interesting correlations between sales losses and COVID-19 cases per capita across counties in California. The results suggest that local implementation and enforcement of lockdown restrictions as safety measures for public health and voluntary behavioral responses as reactions to the perceived local COVID-19 spread both played a role. Plain English Summary Business sales dropped by 17% on average due to the pandemic during the second quarter of 2020 in California. Accommodations lost 91% of sales, whereas online sales grew by 180%. Sales fell more steeply in counties with more COVID-19 cases. We examine how much businesses lost in sales using administrative sales tax data. The average losses of 17% in the second quarter of 2020 relative to the second quarter of 2019 occurred even though year-over-year sales typically grow by 3-4%. We find that sales losses were largest in businesses affected by mandatory lockdowns such as accommodations, drinking places, and arts, entertainment, and recreation. Distinguishing between essential and nonessential businesses, which were subject to early lockdowns, and by the level of person-to-person contact, we find that local implementation and enforcement of lockdown restrictions for public health safety and voluntary responses to the perceived local COVID-19 spread both played a role. The results suggest that small businesses may need more support from governments and consumers to mitigate the strong shift to online vendors, and that the pandemic must be brought under control as a prerequisite to a full recovery.

Suggested Citation

  • Robert Fairlie & Frank M. Fossen, 2022. "The early impacts of the COVID-19 pandemic on business sales," Small Business Economics, Springer, vol. 58(4), pages 1853-1864, April.
  • Handle: RePEc:kap:sbusec:v:58:y:2022:i:4:d:10.1007_s11187-021-00479-4
    DOI: 10.1007/s11187-021-00479-4
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    References listed on IDEAS

    as
    1. Fairlie, Robert, 2020. "The Impact of COVID-19 on Small Business Owners: The First Three Months after Social-Distancing Restrictions," MPRA Paper 113127, University Library of Munich, Germany.
    2. Parker,Simon C., 2018. "The Economics of Entrepreneurship," Cambridge Books, Cambridge University Press, number 9781316621714, January.
    3. Graeber, Daniel & Kritikos, Alexander S. & Seebauer, Johannes, 2021. "COVID-19: a crisis of the female self-employed," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 34(4), pages 1141-1187.
    4. Nicholas Bloom & Robert S. Fletcher & Ethan Yeh, 2021. "The Impact of COVID-19 on US Firms," NBER Working Papers 28314, National Bureau of Economic Research, Inc.
    5. Robert Fairlie, 2020. "The impact of COVID‐19 on small business owners: Evidence from the first three months after widespread social‐distancing restrictions," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 29(4), pages 727-740, October.
    6. Thorgren, Sara & Williams, Trenton Alma, 2020. "Staying alive during an unfolding crisis: How SMEs ward off impending disaster," Journal of Business Venturing Insights, Elsevier, vol. 14(C).
    7. Olivia S. Kim & Jonathan A. Parker & Antoinette Schoar, 2020. "Revenue Collapses and the Consumption of Small Business Owners in the Early Stages of the COVID-19 Pandemic," NBER Working Papers 28151, National Bureau of Economic Research, Inc.
    8. Alexander W. Bartik & Zoe B. Cullen & Edward L. Glaeser & Michael Luca & Christopher T. Stanton & Adi Sunderam, 2020. "When Should Public Programs be Privately Administered? Theory and Evidence from the Paycheck Protection Program," NBER Working Papers 27623, National Bureau of Economic Research, Inc.
    9. Brown, Ross & Rocha, Augusto, 2020. "Entrepreneurial uncertainty during the Covid-19 crisis: Mapping the temporal dynamics of entrepreneurial finance," Journal of Business Venturing Insights, Elsevier, vol. 14(C).
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    Cited by:

    1. Ioannis Giotopoulos & Alexander S. Kritikos & Aggelos Tsakanikas, 2023. "A lasting crisis affects R&D decisions of smaller firms: the Greek experience," The Journal of Technology Transfer, Springer, vol. 48(4), pages 1161-1175, August.
    2. Josefine Hansson & Mikael Nordenmark & Åsa Tjulin & Bodil J. Landstad & Stig Vinberg, 2022. "Socio-Ecological Factors and Well-Being among Self-Employed in Europe during the COVID-19 Pandemic," IJERPH, MDPI, vol. 19(13), pages 1-13, June.
    3. Robert Fairlie & Frank M. Fossen & Reid Johnsen & Gentian Droboniku, 2023. "Were small businesses more likely to permanently close in the pandemic?," Small Business Economics, Springer, vol. 60(4), pages 1613-1629, April.
    4. Block, Joern & Kritikos, Alexander S. & Priem, Maximilian & Stiel, Caroline, 2022. "Emergency-aid for self-employed in the Covid-19 pandemic: A flash in the pan?," Journal of Economic Psychology, Elsevier, vol. 93(C).
    5. Andrea Kolková & Petr Rozehnal, 2022. "Hybrid demand forecasting models: pre-pandemic and pandemic use studies," Equilibrium. Quarterly Journal of Economics and Economic Policy, Institute of Economic Research, vol. 17(3), pages 699-725, September.
    6. Charlie Tchinda & Marcus Dejardin, 2021. "Are Business Policy Measures in Response to the COVID-19 Pandemic to Be Equally Valued? An Exploration According to SMEs Owners’ Business Expectations," Sustainability, MDPI, vol. 13(21), pages 1-42, October.
    7. Daiji Kawaguchi & Sagiri Kitao & Manabu Nose, 2022. "The impact of COVID-19 on Japanese firms: mobility and resilience via remote work," International Tax and Public Finance, Springer;International Institute of Public Finance, vol. 29(6), pages 1419-1449, December.
    8. Hiroyuki Okamuro & Yasushi Hara & Yunosuke Iwaki, 2022. "Impact of Consumer Awareness and Behavior on Business Exits in the Hospitality, Tourism, Entertainment, and Culture Industries under the COVID-19 Pandemic," Administrative Sciences, MDPI, vol. 12(4), pages 1-19, November.
    9. Silvia Muzi & Filip Jolevski & Kohei Ueda & Domenico Viganola, 2023. "Productivity and firm exit during the COVID-19 crisis: cross-country evidence," Small Business Economics, Springer, vol. 60(4), pages 1719-1760, April.
    10. Bertschek, Irene & Block, Jörn & Kritikos, Alexander S. & Stiel, Caroline, 2022. "German Financial State Aid during COVID-19 Pandemic: Higher Impact among Digitalized Self-Employed," IZA Discussion Papers 15608, Institute of Labor Economics (IZA).
    11. Azhgaliyeva, Dina & Mishra, Ranjeeta & Long, Trinh & Morgan, Peter & Kodama, Wataru, 2022. "Impacts of COVID-19 on Households’ Business, Employment and School Education: Evidence from Household Survey in CAREC Countries," ADBI Working Papers 1335, Asian Development Bank Institute.
    12. Cameron J. Borgholthaus & Joshua V. White & Erik Markin & Vishal K. Gupta, 2023. "Venture creation in the aftermath of COVID-19: The impact of US governor party affiliation and discretion," Small Business Economics, Springer, vol. 61(2), pages 655-674, August.
    13. Vitaly Kaftan & Wadim Kandalov & Igor Molodtsov & Anna Sherstobitova & Wadim Strielkowski, 2023. "Socio-Economic Stability and Sustainable Development in the Post-COVID Era: Lessons for the Business and Economic Leaders," Sustainability, MDPI, vol. 15(4), pages 1-18, February.
    14. Tendai Makoni & Delson Chikobvu, 2023. "Evaluating and Predicting the Long-Term Impact of the COVID-19 Pandemic on Manufacturing Sales within South Africa," Sustainability, MDPI, vol. 15(12), pages 1-18, June.

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