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Unemployment in the Time of COVID-19: A Flow-Based Approach to Real-time Unemployment Projections

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Abstract

This paper presents a flow-based methodology for real-time unemployment rate projections and shows that this approach performed considerably better at the onset of the COVID-19 recession in spring 2020 in predicting the peak unemployment rate as well as its rapid decline over the year. It presents an alternative scenario analysis for 2021 based on this methodology and argues that the unemployment rate is likely to end slightly below 5 percent by the end of 2021. The predictive power of the methodology comes from its combined use of real-time data with the flow approach.

Suggested Citation

  • Ayşegül Şahin & Murat Tasci & Jin Yan, 2021. "Unemployment in the Time of COVID-19: A Flow-Based Approach to Real-time Unemployment Projections," Working Papers 21-25, Federal Reserve Bank of Cleveland.
    • Handle: RePEc:fip:fedcwq:93330
    DOI: 10.26509/frbc-wp-202125
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    1. Elsby, Michael W.L. & Hobijn, Bart & Şahin, Ayşegül, 2015. "On the importance of the participation margin for labor market fluctuations," Journal of Monetary Economics, Elsevier, vol. 72(C), pages 64-82.
    2. Regis Barnichon & Christopher J. Nekarda, 2012. "The Ins and Outs of Forecasting Unemployment: Using Labor Force Flows to Forecast the Labor Market," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 43(2 (Fall)), pages 83-131.
    3. Richard K. Crump & Stefano Eusepi & Marc Giannoni & Aysegul Sahin, 2019. "A Unified Approach to Measuring u," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 50(1 (Spring), pages 143-238.
    4. Gary Solon & Ryan Michaels & Michael W. L. Elsby, 2009. "The Ins and Outs of Cyclical Unemployment," American Economic Journal: Macroeconomics, American Economic Association, vol. 1(1), pages 84-110, January.
    5. Shigeru Fujita & Garey Ramey, 2009. "The Cyclicality Of Separation And Job Finding Rates," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 50(2), pages 415-430, May.
    6. Robert Shimer, 2005. "The Cyclical Behavior of Equilibrium Unemployment and Vacancies," American Economic Review, American Economic Association, vol. 95(1), pages 25-49, March.
    7. Murat Tasci, 2012. "The ins and outs of unemployment in the long run: unemployment flows and the natural rate," Working Papers (Old Series) 1224, Federal Reserve Bank of Cleveland.
    8. Michael W. L. Elsby & Bart Hobijn & Ayşegül Şahin, 2013. "Unemployment Dynamics in the OECD," The Review of Economics and Statistics, MIT Press, vol. 95(2), pages 530-548, May.
    9. Robert Shimer, 2012. "Reassessing the Ins and Outs of Unemployment," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 15(2), pages 127-148, April.
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    Cited by:

    1. D’Amuri, Francesco & De Philippis, Marta & Guglielminetti, Elisa & Lo Bello, Salvatore, 2022. "Slack and prices during Covid-19: Accounting for labor market participation," Labour Economics, Elsevier, vol. 75(C).
    2. Faberman, R. Jason & Mueller, Andreas I. & Şahin, Ayşegül, 2022. "Has the Willingness to Work Fallen during the Covid Pandemic?," Labour Economics, Elsevier, vol. 79(C).
    3. Zhang, Li & Hu, Shiwei & Xu, Guoli, 2023. "Pandemic uncertainty and firm investments," Finance Research Letters, Elsevier, vol. 55(PA).
    4. Bart Hobijn & Ayşegül Şahin, 2021. "Maximum Employment and the Participation Cycle," NBER Working Papers 29222, National Bureau of Economic Research, Inc.

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    Keywords

    ; ; D21; J6; R1;
    All these keywords.

    JEL classification:

    • E24 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Employment; Unemployment; Wages; Intergenerational Income Distribution; Aggregate Human Capital; Aggregate Labor Productivity
    • E32 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Business Fluctuations; Cycles
    • J6 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers

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