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COVID-19 Is Also a Reallocation Shock

Author

Listed:
  • Jose Maria Barrero

    (ITAM - Business School)

  • Nicholas Bloom

    (Stanford University and NBER)

  • Steven J. Davis

    (University of Chicago, NBER, and Hoover Institution)

Abstract

Drawing on firm-level forecasts at a one-year horizon in the Survey of Business Uncertainty (SBU), we construct novel, forward-looking reallocation measures for jobs and sales. These measures rise sharply after February 2020, reaching rates in April that are 2.4 (3.9) times the pre-COVID average for jobs (sales). We also draw on special SBU questions to estimate that the COVID-19 shock caused 3 new hires for every 10 layoffs, that 32-42% of COVID-induced layoffs will be permanent, and that one-tenth of all work days (one-fifth for office workers) will shift from business premises to residences in the post-pandemic world relative to the pre-pandemic situation. Our survey evidence aligns well with anecdotal evidence of large pandemic-induced demand increases at many firms, evidence on job openings, gross job creation and gross business formation, and a sharp pandemic-induced rise in equity return dispersion across firms. After developing the evidence, we consider implications for the economic outlook and for policy responses to the pandemic. Unemployment benefit levels that exceed worker earnings, policies that subsidize employee retention, land-use restrictions, occupational licensing restrictions, and regulatory barriers to business formation will impede reallocation responses to the COVID-19 shock.

Suggested Citation

  • Jose Maria Barrero & Nicholas Bloom & Steven J. Davis, 2020. "COVID-19 Is Also a Reallocation Shock," Working Papers 2020-60, Becker Friedman Institute for Research In Economics.
  • Handle: RePEc:bfi:wpaper:2020-59
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    as
    1. Gara Afonso & Ricardo Lagos, 2015. "Trade Dynamics in the Market for Federal Funds," Econometrica, Econometric Society, vol. 83, pages 263-313, January.
    2. Krueger, Alan B. & Mueller, Andreas, 2010. "Job search and unemployment insurance: New evidence from time use data," Journal of Public Economics, Elsevier, vol. 94(3-4), pages 298-307, April.
    3. Nicholas Bloom & Stephen J. Davis & Lucia Foster & Brian Lucking & Scott Ohlmacher & Itay Saporta Eksten, 2020. "Business-Level Expectations and Uncertainty," Working Papers 2020-181, Becker Friedman Institute for Research In Economics.
    4. Dunne, Timothy & Roberts, Mark J & Samuelson, Larry, 1989. "Plant Turnover and Gross Employment Flows in the U.S. Manufacturing Sector," Journal of Labor Economics, University of Chicago Press, vol. 7(1), pages 48-71, January.
    5. Luigi Guiso & Giuseppe Parigi, 1999. "Investment and Demand Uncertainty," The Quarterly Journal of Economics, Oxford University Press, vol. 114(1), pages 185-227.
    6. Morris M. Kleiner & Ming Xu, 2020. "Occupational Licensing and Labor Market Fluidity," Staff Report 606, Federal Reserve Bank of Minneapolis.
    7. Massenot, Baptiste & Pettinicchi, Yuri, 2018. "Can firms see into the future? Survey evidence from Germany," Journal of Economic Behavior & Organization, Elsevier, vol. 145(C), pages 66-79.
    8. Herkenhoff, Kyle F. & Ohanian, Lee E. & Prescott, Edward C., 2018. "Tarnishing the golden and empire states: Land-use restrictions and the U.S. economic slowdown," Journal of Monetary Economics, Elsevier, vol. 93(C), pages 89-109.
    9. Mueller, Andreas, 2010. "On-the-job search and wage dispersion: New evidence from time use data," Economics Letters, Elsevier, vol. 109(2), pages 124-127, November.
    10. Dingel, Jonathan I. & Neiman, Brent, 2020. "How many jobs can be done at home?," Journal of Public Economics, Elsevier, vol. 189(C).
    11. Massenot, Baptiste & Pettinicchi, Yuri, 2019. "Can households see into the future? Survey evidence from the Netherlands," Journal of Economic Behavior & Organization, Elsevier, vol. 164(C), pages 77-90.
    12. John H. Cochrane, 2011. "Presidential Address: Discount Rates," Journal of Finance, American Finance Association, vol. 66(4), pages 1047-1108, August.
    13. Morris M. Kleiner & Alan B. Krueger, 2013. "Analyzing the Extent and Influence of Occupational Licensing on the Labor Market," Journal of Labor Economics, University of Chicago Press, vol. 31(S1), pages 173-202.
    14. Christian Broda & David E. Weinstein, 2010. "Product Creation and Destruction: Evidence and Price Implications," American Economic Review, American Economic Association, vol. 100(3), pages 691-723, June.
    15. S. Lael Brainard & David M. Cutler, 1993. "Sectoral Shifts and Cyclical Unemployment Reconsidered," The Quarterly Journal of Economics, Oxford University Press, vol. 108(1), pages 219-243.
    16. Altig, Dave & Baker, Scott & Barrero, Jose Maria & Bloom, Nicholas & Bunn, Philip & Chen, Scarlet & Davis, Steven J. & Leather, Julia & Meyer, Brent & Mihaylov, Emil & Mizen, Paul & Parker, Nicholas &, 2020. "Economic uncertainty before and during the COVID-19 pandemic," Journal of Public Economics, Elsevier, vol. 191(C).
    17. Scott R. Baker & Nicholas Bloom & Steven J. Davis & Stephen J. Terry, 2020. "COVID-Induced Economic Uncertainty," NBER Working Papers 26983, National Bureau of Economic Research, Inc.
    18. CHEN Cheng & SENGA Tatsuro & SUN Chang & ZHANG Hongyong, 2018. "Uncertainty, Imperfect Information, and Expectation Formation over the Firm's Life Cycle," Discussion papers 18010, Research Institute of Economy, Trade and Industry (RIETI).
    19. John Y. Campbell, Robert J. Shiller, 1988. "The Dividend-Price Ratio and Expectations of Future Dividends and Discount Factors," Review of Financial Studies, Society for Financial Studies, vol. 1(3), pages 195-228.
    20. Marco Pagano & Christian Wagner & Josef Zechner, 2020. "Disaster Resilience and Asset Prices," Papers 2005.08929, arXiv.org, revised May 2020.
    21. Ganong, Peter & Shoag, Daniel, 2017. "Why has regional income convergence in the U.S. declined?," Journal of Urban Economics, Elsevier, vol. 102(C), pages 76-90.
    22. Ben R. Craig & Joseph G. Haubrich, 2013. "Gross Loan Flows," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 45(2-3), pages 401-421, March.
    23. Edward Glaeser & Joseph Gyourko, 2018. "The Economic Implications of Housing Supply," Journal of Economic Perspectives, American Economic Association, vol. 32(1), pages 3-30, Winter.
    24. Kate E. Jones & Nikkita G. Patel & Marc A. Levy & Adam Storeygard & Deborah Balk & John L. Gittleman & Peter Daszak, 2008. "Global trends in emerging infectious diseases," Nature, Nature, vol. 451(7181), pages 990-993, February.
    25. Erik Brynjolfsson & John J. Horton & Adam Ozimek & Daniel Rock & Garima Sharma & Hong-Yi TuYe, 2020. "COVID-19 and Remote Work: An Early Look at US Data," NBER Working Papers 27344, National Bureau of Economic Research, Inc.
    26. Veronica Guerrieri & Guido Lorenzoni & Ludwig Straub & Iván Werning, 2022. "Macroeconomic Implications of COVID-19: Can Negative Supply Shocks Cause Demand Shortages?," American Economic Review, American Economic Association, vol. 112(5), pages 1437-1474, May.
    27. Davis, Steven J. & Haltiwanger, John, 2001. "Sectoral job creation and destruction responses to oil price changes," Journal of Monetary Economics, Elsevier, vol. 48(3), pages 465-512, December.
    28. Niels Joachim Gormsen & Ralph S J Koijen & Nikolai Roussanov, 0. "Coronavirus: Impact on Stock Prices and Growth Expectations," The Review of Asset Pricing Studies, Oxford University Press, vol. 10(4), pages 574-597.
    29. Janna E. Johnson & Morris M. Kleiner, 2017. "Is Occupational Licensing a Barrier to Interstate Migration?," NBER Working Papers 24107, National Bureau of Economic Research, Inc.
    30. Alexander W. Bartik & Marianne Bertrand & Zoe B. Cullen & Edward L. Glaeser & Michael Luca & Christopher T. Stanton, 2020. "How Are Small Businesses Adjusting to COVID-19? Early Evidence from a Survey," Working Papers 2020-42, Becker Friedman Institute for Research In Economics.
    31. Barrero, Jose Maria, 2022. "The micro and macro of managerial beliefs," Journal of Financial Economics, Elsevier, vol. 143(2), pages 640-667.
    32. Shiller, Robert J, 1981. "Do Stock Prices Move Too Much to be Justified by Subsequent Changes in Dividends?," American Economic Review, American Economic Association, vol. 71(3), pages 421-436, June.
    33. Bachmann, Rüdiger & Elstner, Steffen, 2015. "Firm optimism and pessimism," European Economic Review, Elsevier, vol. 79(C), pages 297-325.
    34. Nicholas Bloom & Philip Bunn & Scarlet Chen & Paul Mizen & Pawel Smietanka & Greg Thwaites & Garry Young, 2018. "Brexit and Uncertainty: Insights from the Decision Maker Panel," Fiscal Studies, John Wiley & Sons, vol. 39(4), pages 555-580, December.
    35. Glaeser, Edward L & Gyourko, Joseph & Saks, Raven, 2005. "Why Is Manhattan So Expensive? Regulation and the Rise in Housing Prices," Journal of Law and Economics, University of Chicago Press, vol. 48(2), pages 331-369, October.
    36. Steven J. Davis & R. Jason Faberman & John C. Haltiwanger & Ian Rucker, 2010. "Adjusted Estimates of Worker Flows and Job Openings in JOLTS," NBER Chapters, in: Labor in the New Economy, pages 187-216, National Bureau of Economic Research, Inc.
    37. Altig, David & Barrero, Jose Maria & Bloom, Nicholas & Davis, Steven J. & Meyer, Brent & Parker, Nicholas, 2022. "Surveying business uncertainty," Journal of Econometrics, Elsevier, vol. 231(1), pages 282-303.
    38. Hassan, Tarek Alexander & Hollander, Stephan & Schwedeler, Markus & Tahoun, Ahmed & van Lent, Laurence, 2020. "Firm-Level Exposure to Epidemic Diseases: Covid-19, SARS, and H1N1," CEPR Discussion Papers 14573, C.E.P.R. Discussion Papers.
    39. Ganong, Peter & Noel, Pascal & Vavra, Joseph, 2020. "US unemployment insurance replacement rates during the pandemic," Journal of Public Economics, Elsevier, vol. 191(C).
    40. Steven J. Davis & John Haltiwanger & Ronald S. Jarmin & C.J. Krizan & Javier Miranda & Alfred Nucci & Kristin Sandusky, 2009. "Measuring the Dynamics of Young and Small Businesses: Integrating the Employer and Nonemployer Universes," NBER Chapters, in: Producer Dynamics: New Evidence from Micro Data, pages 329-366, National Bureau of Economic Research, Inc.
    41. Davis, Steven J. & Haltiwanger, John, 1999. "Gross job flows," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 41, pages 2711-2805, Elsevier.
    42. Ravi Bansal & Mariano Max Croce & Wenxi Liao & Samuel Rosen, 2019. "Uncertainty-Induced Reallocations and Growth," NBER Working Papers 26248, National Bureau of Economic Research, Inc.
    43. Steven J. Davis & R. Jason Faberman & John Haltiwanger, 2006. "The Flow Approach to Labor Markets: New Data Sources and Micro-Macro Links," Journal of Economic Perspectives, American Economic Association, vol. 20(3), pages 3-26, Summer.
    44. Ryan A. Decker & John Haltiwanger & Ron S. Jarmin & Javier Miranda, 2018. "Changing Business Dynamism and Productivity : Shocks vs. Responsiveness," Finance and Economics Discussion Series 2018-007, Board of Governors of the Federal Reserve System (U.S.).
    45. Davis, Steven J., 1987. "Fluctuations in the pace of labor reallocation," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 27(1), pages 335-402, January.
    46. Mikkel Hermansen, 2019. "Occupational licensing and job mobility in the United States," OECD Economics Department Working Papers 1585, OECD Publishing.
    47. Scott R Baker & Nicholas Bloom & Steven J Davis & Kyle Kost & Marco Sammon & Tasaneeya Viratyosin & Jeffrey Pontiff, 0. "The Unprecedented Stock Market Reaction to COVID-19," The Review of Asset Pricing Studies, Oxford University Press, vol. 10(4), pages 742-758.
    48. Leonardo Iacovone & BeataS. Javorcik, 2010. "Multi-Product Exporters: Product Churning, Uncertainty and Export Discoveries," Economic Journal, Royal Economic Society, vol. 120(544), pages 481-499, May.
    49. repec:mcb:jmoncb:v:45:y:2013:i::p:401-421 is not listed on IDEAS
    50. Morris M. Kleiner & Ming Xu, 2020. "Occupational Licensing and Labor Market Fluidity," NBER Working Papers 27568, National Bureau of Economic Research, Inc.
    51. repec:fip:a00002:87872 is not listed on IDEAS
    52. Bresnahan, Timothy F & Ramey, Valerie A, 1993. "Segment Shifts and Capacity Utilization in the U.S. Automobile Industry," American Economic Review, American Economic Association, vol. 83(2), pages 213-218, May.
    53. Timothy Dunne & J. Bradford Jensen & Mark J. Roberts, 2009. "Producer Dynamics: New Evidence from Micro Data," NBER Books, National Bureau of Economic Research, Inc, number dunn05-1, January-J.
    54. Alexander W. Bartik & Marianne Bertrand & Zoë B. Cullen & Edward L. Glaeser & Michael Luca & Christopher T. Stanton, 2020. "How Are Small Businesses Adjusting to COVID-19? Early Evidence from a Survey," NBER Working Papers 26989, National Bureau of Economic Research, Inc.
    55. Janna Johnson & Morris M. Kleiner, 2017. "Is Occupational Licensing a Barrier to Interstate Migration?," Staff Report 561, Federal Reserve Bank of Minneapolis.
    56. Chiara Farronato & Andrey Fradkin & Bradley Larsen & Erik Brynjolfsson, 2020. "Consumer Protection in an Online World: An Analysis of Occupational Licensing," NBER Working Papers 26601, National Bureau of Economic Research, Inc.
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    More about this item

    Keywords

    COVID-19; coronavirus; reallocation shock; Survey of Business Uncertainty; CARES Act;
    All these keywords.

    JEL classification:

    • D22 - Microeconomics - - Production and Organizations - - - Firm Behavior: Empirical Analysis
    • D84 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Expectations; Speculations
    • E24 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Employment; Unemployment; Wages; Intergenerational Income Distribution; Aggregate Human Capital; Aggregate Labor Productivity
    • H12 - Public Economics - - Structure and Scope of Government - - - Crisis Management
    • H25 - Public Economics - - Taxation, Subsidies, and Revenue - - - Business Taxes and Subsidies
    • J21 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Force and Employment, Size, and Structure
    • J62 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Job, Occupational and Intergenerational Mobility; Promotion
    • J63 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Turnover; Vacancies; Layoffs
    • J65 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Unemployment Insurance; Severance Pay; Plant Closings

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