[go: up one dir, main page]
More Web Proxy on the site http://driver.im/
IDEAS home Printed from https://ideas.repec.org/p/nbr/nberwo/27280.html
   My bibliography  Save this paper

Effects of Social Distancing Policy on Labor Market Outcomes

Author

Listed:
  • Sumedha Gupta
  • Laura Montenovo
  • Thuy D. Nguyen
  • Felipe Lozano Rojas
  • Ian M. Schmutte
  • Kosali I. Simon
  • Bruce A. Weinberg
  • Coady Wing
Abstract
This paper examines the impact of the social distancing policies states adopted between March and April of 2020 in response to the COVID-19 epidemic. These actions, together with voluntary social distancing, appear to have reduced the rate of new COVID-19 cases and deaths, but raised concerns about the costs experienced by workers and businesses. Estimates from difference-in-difference models that leverage cross-state variation in the timing of business closures and stay-at-home mandates suggest that the employment rate fell by about 1.7 percentage points for every extra 10 days that a state experienced a stay-at-home mandate during the period March 12-April 12, 2020; select business closure laws were associated with similar employment effects. Our estimates imply that about 40% of the 12 percentage point decline in employment rates between January and April 2020 was due to a nationwide shock while about 60% was driven by state social distancing policies. The negative employment effects of state policies were larger for workers in "non-essential" industries, workers without a college degree, and early-career workers. Policy caused relatively modest changes in hours worked and earnings among those who remain employed. We find no concerning evidence of pre-trends in the monthly (low-frequency) CPS data, but use high-frequency data on work-related mobility measured from cellphones, job-loss-related internet searches, and initial unemployment claims to investigate the possibility that the large employment effects experienced in April could have occurred after the March CPS but but before policy adoption. In those analyses, we find pre-trends for some outcomes but not others. Thus we cannot fully rule out that some employment effects shortly predated the policies. As states relax business closures, ensuring gains in labor market activities in ways that continue to mitigate COVID-19 "surges" and public health risks will be key considerations to monitor.

Suggested Citation

  • Sumedha Gupta & Laura Montenovo & Thuy D. Nguyen & Felipe Lozano Rojas & Ian M. Schmutte & Kosali I. Simon & Bruce A. Weinberg & Coady Wing, 2020. "Effects of Social Distancing Policy on Labor Market Outcomes," NBER Working Papers 27280, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:27280
    Note: EH LS PE
    as

    Download full text from publisher

    File URL: http://www.nber.org/papers/w27280.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Jesse Rothstein & Robert G. Valletta, 2017. "Scraping by: Income and Program Participation After the Loss of Extended Unemployment Benefits," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 36(4), pages 880-908, September.
    2. Murillo Campello & Gaurav Kankanhalli & Pradeep Muthukrishnan, 2020. "Corporate Hiring under COVID-19: Labor Market Concentration, Downskilling, and Income Inequality," NBER Working Papers 27208, National Bureau of Economic Research, Inc.
    3. Marianne Bitler & Hilary Hoynes & Elira Kuka, 2017. "Child Poverty, the Great Recession, and the Social Safety Net in the United States," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 36(2), pages 358-389, March.
    4. Scott R. Baker & Andrey Fradkin, 2017. "The Impact of Unemployment Insurance on Job Search: Evidence from Google Search Data," The Review of Economics and Statistics, MIT Press, vol. 99(5), pages 756-768, December.
    5. Tito Boeri & Herbert Bruecker, 2011. "Short-time work benefits revisited: some lessons from the Great Recession [‘Reversed roles? Wage and employment effects of the current crisis’]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 26(68), pages 697-765.
    6. Coibion, Olivier & Gorodnichenko, Yuriy & Weber, Michael, 2020. "The Cost of the COVID-19 Crisis: Lockdowns, Macroeconomic Expectations, and Consumer Spending," Department of Economics, Working Paper Series qt4jn1x65h, Department of Economics, Institute for Business and Economic Research, UC Berkeley.
    7. Dingel, Jonathan I. & Neiman, Brent, 2020. "How many jobs can be done at home?," Journal of Public Economics, Elsevier, vol. 189(C).
    8. Ohanian, Lee E. & Raffo, Andrea, 2012. "Aggregate hours worked in OECD countries: New measurement and implications for business cycles," Journal of Monetary Economics, Elsevier, vol. 59(1), pages 40-56.
    9. Hall, Robert E. & Kudlyak, Marianna, 2022. "The unemployed with jobs and without jobs," Labour Economics, Elsevier, vol. 79(C).
    10. Adams-Prassl, A. & Boneva, T. & Golin, M & Rauh, C., 2020. "Inequality in the Impact of the Coronavirus Shock: New Survey Evidence for the UK," Cambridge Working Papers in Economics 2023, Faculty of Economics, University of Cambridge.
    11. Sumedha Gupta & Kosali I. Simon & Coady Wing, 2020. "Mandated and Voluntary Social Distancing During The COVID-19 Epidemic: A Review," NBER Working Papers 28139, National Bureau of Economic Research, Inc.
    12. Sumedha Gupta & Thuy D. Nguyen & Felipe Lozano Rojas & Shyam Raman & Byungkyu Lee & Ana Bento & Kosali I. Simon & Coady Wing, 2020. "Tracking Public and Private Responses to the COVID-19 Epidemic: Evidence from State and Local Government Actions," NBER Working Papers 27027, National Bureau of Economic Research, Inc.
    13. Coibion, Olivier & Gorodnichenko, Yuriy & Weber, Michael, 2020. "Labor Markets During the Covid-19 Crisis: A Preliminary View," Department of Economics, Working Paper Series qt7rx7t91p, Department of Economics, Institute for Business and Economic Research, UC Berkeley.
    14. John Eric Humphries & Christopher Neilson & Gabriel Ulyssea, 2020. "The evolving impacts of COVID-19 on small businesses since the CARES Act," Working Papers 2020-48, Princeton University. Economics Department..
    15. Michael W. L. Elsby & Bart Hobijn & Aysegul Sahin, 2010. "The Labor Market in the Great Recession," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 41(1 (Spring), pages 1-69.
    16. Jacob Vigdor, 2008. "The Economic Aftermath of Hurricane Katrina," Journal of Economic Perspectives, American Economic Association, vol. 22(4), pages 135-154, Fall.
    17. Laura Montenovo & Xuan Jiang & Felipe Lozano Rojas & Ian M. Schmutte & Kosali I. Simon & Bruce A. Weinberg & Coady Wing, 2020. "Determinants of Disparities in Covid-19 Job Losses," NBER Working Papers 27132, National Bureau of Economic Research, Inc.
    18. Allcott, Hunt & Boxell, Levi & Conway, Jacob & Gentzkow, Matthew & Thaler, Michael & Yang, David, 2020. "Polarization and public health: Partisan differences in social distancing during the coronavirus pandemic," Journal of Public Economics, Elsevier, vol. 191(C).
    19. Daniel Aaronson & Scott A. Brave & R. Andrew Butters & Michael Fogarty, 2020. "The Stay-at-Home Labor Market: Google Searches, Unemployment Insurance, and Public Health Orders," Chicago Fed Letter, Federal Reserve Bank of Chicago, issue 436.
    20. Christian Merkl & Dennis Wesselbaum, 2011. "Extensive versus intensive margin in Germany and the United States: any differences?," Applied Economics Letters, Taylor & Francis Journals, vol. 18(9), pages 805-808.
    21. Farboodi, Maryam & Jarosch, Gregor & Shimer, Robert, 2021. "Internal and external effects of social distancing in a pandemic," Journal of Economic Theory, Elsevier, vol. 196(C).
    22. Tomaz Cajner & Leland D. Crane & Ryan A. Decker & Adrian Hamins-Puertolas & Christopher J. Kurz, 2020. "Tracking Labor Market Developments during the COVID-19 Pandemic: A Preliminary Assessment," Finance and Economics Discussion Series 2020-030, Board of Governors of the Federal Reserve System (U.S.).
    23. Scott A. Imberman & Adriana D. Kugler & Bruce I. Sacerdote, 2012. "Katrina's Children: Evidence on the Structure of Peer Effects from Hurricane Evacuees," American Economic Review, American Economic Association, vol. 102(5), pages 2048-2082, August.
    24. Forsythe, Eliza & Kahn, Lisa B. & Lange, Fabian & Wiczer, David, 2020. "Labor demand in the time of COVID-19: Evidence from vacancy postings and UI claims," Journal of Public Economics, Elsevier, vol. 189(C).
    25. Erik Scherpf & Benjamin Cerf, 2019. "Local Labor Demand and Program Participation Dynamics: Evidence from New York SNAP Administrative Records," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 38(2), pages 394-425, March.
    26. Martin Andersen & Johanna Catherine Maclean & Michael F. Pesko & Kosali I. Simon, 2020. "Paid sick-leave and physical mobility: Evidence from the United States during a pandemic," NBER Working Papers 27138, National Bureau of Economic Research, Inc.
    27. Hyunyoung Choi & Hal Varian, 2012. "Predicting the Present with Google Trends," The Economic Record, The Economic Society of Australia, vol. 88(s1), pages 2-9, June.
    28. Titan Alon & Matthias Doepke & Jane Olmstead-Rumsey & Michèle Tertilt, 2020. "The Impact of COVID-19 on Gender Equality," CRC TR 224 Discussion Paper Series crctr224_2020_163, University of Bonn and University of Mannheim, Germany.
    29. Faria-e-Castro, Miguel, 2021. "Fiscal policy during a pandemic," Journal of Economic Dynamics and Control, Elsevier, vol. 125(C).
    30. Baek, ChaeWon & McCrory, Peter B & Messer, Todd & Mui, Preston, 2020. "Unemployment Effects of Stay-at-Home Orders: Evidence from High Frequency Claims Data," Institute for Research on Labor and Employment, Working Paper Series qt042177j7, Institute of Industrial Relations, UC Berkeley.
    31. Felipe Lozano Rojas & Xuan Jiang & Laura Montenovo & Kosali I. Simon & Bruce A. Weinberg & Coady Wing, 2020. "Is the Cure Worse than the Problem Itself? Immediate Labor Market Effects of COVID-19 Case Rates and School Closures in the U.S," NBER Working Papers 27127, National Bureau of Economic Research, Inc.
    32. Mary C. Daly & Bart Hobijn, 2016. "The intensive and extensive margins of real wage adjustment," Working Paper Series 2016-4, Federal Reserve Bank of San Francisco.
    Full references (including those not matched with items on IDEAS)

    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. Wei Cheng & Patrick Carlin & Joanna Carroll & Sumedha Gupta & Felipe Lozano Rojas & Laura Montenovo & Thuy D. Nguyen & Ian M. Schmutte & Olga Scrivner & Kosali I. Simon & Coady Wing & Bruce Weinberg, 2020. "Back to Business and (Re)employing Workers? Labor Market Activity During State COVID-19 Reopenings," NBER Working Papers 27419, National Bureau of Economic Research, Inc.
    2. Sumedha Gupta & Kosali I. Simon & Coady Wing, 2020. "Mandated and Voluntary Social Distancing During The COVID-19 Epidemic: A Review," NBER Working Papers 28139, National Bureau of Economic Research, Inc.
    3. Miriam Marcén & Marina Morales, 2021. "The intensity of COVID‐19 nonpharmaceutical interventions and labor market outcomes in the public sector," Journal of Regional Science, Wiley Blackwell, vol. 61(4), pages 775-798, September.
    4. Abel Brodeur & David Gray & Anik Islam & Suraiya Bhuiyan, 2021. "A literature review of the economics of COVID‐19," Journal of Economic Surveys, Wiley Blackwell, vol. 35(4), pages 1007-1044, September.
    5. Laura Montenovo & Xuan Jiang & Felipe Lozano Rojas & Ian M. Schmutte & Kosali I. Simon & Bruce A. Weinberg & Coady Wing, 2020. "Determinants of Disparities in Covid-19 Job Losses," NBER Working Papers 27132, National Bureau of Economic Research, Inc.
    6. Bisin, Alberto & Moro, Andrea, 2022. "Spatial‐SIR with network structure and behavior: Lockdown rules and the Lucas critique," Journal of Economic Behavior & Organization, Elsevier, vol. 198(C), pages 370-388.
    7. Blanas, Sotiris & Oikonomou, Rigas, 2023. "COVID-induced economic uncertainty, tasks and occupational demand," Labour Economics, Elsevier, vol. 81(C).
    8. Hensvik, Lena & Le Barbanchon, Thomas & Rathelot, Roland, 2021. "Job search during the COVID-19 crisis," Journal of Public Economics, Elsevier, vol. 194(C).
    9. Diane Alexander & Ezra Karger, 2023. "Do Stay-at-Home Orders Cause People to Stay at Home? Effects of Stay-at-Home Orders on Consumer Behavior," The Review of Economics and Statistics, MIT Press, vol. 105(4), pages 1017-1027, July.
    10. Louis-Philippe Beland & Abel Brodeur & Taylor Wright, 2020. "COVID-19, Stay-at-Home Orders and Employment: Evidence from CPS Data," Carleton Economic Papers 20-04, Carleton University, Department of Economics, revised 19 May 2020.
    11. Simionescu, Mihaela & Raišienė, Agota Giedrė, 2021. "A bridge between sentiment indicators: What does Google Trends tell us about COVID-19 pandemic and employment expectations in the EU new member states?," Technological Forecasting and Social Change, Elsevier, vol. 173(C).
    12. Kong, Edward & Prinz, Daniel, 2020. "Disentangling policy effects using proxy data: Which shutdown policies affected unemployment during the COVID-19 pandemic?," Journal of Public Economics, Elsevier, vol. 189(C).
    13. Horvath, Akos & Kay, Benjamin & Wix, Carlo, 2023. "The COVID-19 shock and consumer credit: Evidence from credit card data," Journal of Banking & Finance, Elsevier, vol. 152(C).
    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. Guven, Cahit & Sotirakopoulos, Panagiotis & Ulker, Aydogan, 2020. "Short-term Labour Market Effects of COVID-19 and the Associated National Lockdown in Australia: Evidence from Longitudinal Labour Force Survey," GLO Discussion Paper Series 635, Global Labor Organization (GLO).
    16. Lea Immel & Florian Neumeier & Andreas Peichl, 2022. "The Unequal Consequences of the Covid‐19 Pandemic: Evidence from a Large Representative German Population Survey," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 68(2), pages 471-496, June.
    17. Adams-Prassl, Abi & Boneva, Teodora & Golin, Marta & Rauh, Christopher, 2020. "Inequality in the impact of the coronavirus shock: Evidence from real time surveys," Journal of Public Economics, Elsevier, vol. 189(C).
    18. Jung, Juergen & Manley, James & Shrestha, Vinish, 2021. "Coronavirus infections and deaths by poverty status: The effects of social distancing," Journal of Economic Behavior & Organization, Elsevier, vol. 182(C), pages 311-330.
    19. Gopi Shah Goda & Emilie Jackson & Lauren Hersch Nicholas & Sarah See Stith, 2023. "The impact of Covid-19 on older workers’ employment and Social Security spillovers," Journal of Population Economics, Springer;European Society for Population Economics, vol. 36(2), pages 813-846, April.
    20. Louis‐Philippe Beland & Abel Brodeur & Derek Mikola & Taylor Wright, 2022. "The short‐term economic consequences of COVID‐19: Occupation tasks and mental health in Canada," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 55(S1), pages 214-247, February.

    More about this item

    JEL classification:

    • I1 - Health, Education, and Welfare - - Health
    • J08 - Labor and Demographic Economics - - General - - - Labor Economics Policies
    • J1 - Labor and Demographic Economics - - Demographic Economics

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:nbr:nberwo:27280. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/nberrus.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.