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The Nature of Long-Term Unemployment: Predictability, Heterogeneity and Selection

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  • Andreas I. Mueller
  • Johannes Spinnewijn

Abstract

This paper studies the predictability of long-term unemployment (LTU) using rich administrative data from Sweden. We establish substantial heterogeneity in LTU risk across individuals, accounting for both observed and unobserved heterogeneity using a wide range of observable predictors and multiple spell outcomes respectively. We apply our prediction algorithm to study the dynamics of job finding over the unemployment spell and the business cycle. Selection effects can explain most of the decline in average job finding over the unemployment spell, but little of its cyclicality. We also find sizeable heterogeneity in the profiles of job finding over the unemployment spell, but not so over the business cycle.

Suggested Citation

  • Andreas I. Mueller & Johannes Spinnewijn, 2023. "The Nature of Long-Term Unemployment: Predictability, Heterogeneity and Selection," NBER Working Papers 30979, National Bureau of Economic Research, Inc.
    • Handle: RePEc:nbr:nberwo:30979
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    References listed on IDEAS

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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. Andreas I. Mueller & Johannes Spinnewijn & Giorgio Topa, 2021. "Job Seekers' Perceptions and Employment Prospects: Heterogeneity, Duration Dependence, and Bias," American Economic Review, American Economic Association, vol. 111(1), pages 324-363, January.
    3. Stefan Eriksson & Dan-Olof Rooth, 2014. "Do Employers Use Unemployment as a Sorting Criterion When Hiring? Evidence from a Field Experiment," American Economic Review, American Economic Association, vol. 104(3), pages 1014-1039, March.
    4. Alan B. Krueger & Judd Cramer & David Cho, 2014. "Are the Long-Term Unemployed on the Margins of the Labor Market?," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 48(1 (Spring), pages 229-299.
    5. Robert E. Hall & Marianna Kudlyak, 2019. "Job-Finding and Job-Losing: A Comprehensive Model of Heterogeneous Individual Labor-Market Dynamics," NBER Working Papers 25625, National Bureau of Economic Research, Inc.
    6. Robert E. Hall & Sam Schulhofer-Wohl, 2018. "Measuring Job-Finding Rates and Matching Efficiency with Heterogeneous Job-Seekers," American Economic Journal: Macroeconomics, American Economic Association, vol. 10(1), pages 1-32, January.
    7. Nicola Pavoni & G. L. Violante, 2007. "Optimal Welfare-to-Work Programs," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 74(1), pages 283-318.
    8. Cockx, Bart & Lechner, Michael & Bollens, Joost, 2023. "Priority to unemployed immigrants? A causal machine learning evaluation of training in Belgium," Labour Economics, Elsevier, vol. 80(C).
    9. Dan A. Black & Jeffrey A. Smith & Mark C. Berger & Brett J. Noel, 2003. "Is the Threat of Reemployment Services More Effective Than the Services Themselves? Evidence from Random Assignment in the UI System," American Economic Review, American Economic Association, vol. 93(4), pages 1313-1327, September.
    10. Heckman, James & Singer, Burton, 1984. "A Method for Minimizing the Impact of Distributional Assumptions in Econometric Models for Duration Data," Econometrica, Econometric Society, vol. 52(2), pages 271-320, March.
    11. Alan B. Krueger & Judd Cramer & David Cho, 2014. "Are the Long-Term Unemployed on the Margins of the Labor Market?," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 45(1 (Spring), pages 229-299.
    12. Henry S. Farber & Dan Silverman & Till von Wachter, 2016. "Determinants of Callbacks to Job Applications: An Audit Study," American Economic Review, American Economic Association, vol. 106(5), pages 314-318, May.
    13. Hie Joo Ahn & James D. Hamilton, 2020. "Heterogeneity and Unemployment Dynamics," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 38(3), pages 554-569, July.
    14. 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.
    15. Johannes F. Schmieder & Till von Wachter & Jörg Heining, 2023. "The Costs of Job Displacement over the Business Cycle and Its Sources: Evidence from Germany," American Economic Review, American Economic Association, vol. 113(5), pages 1208-1254, May.
    16. Arash Nekoei & Andrea Weber, 2015. "Recall Expectations and Duration Dependence," American Economic Review, American Economic Association, vol. 105(5), pages 142-146, May.
    17. Spinnewijn, Johannes, 2013. "Training and search during unemployment," Journal of Public Economics, Elsevier, vol. 99(C), pages 49-65.
    18. Kory Kroft & Fabian Lange & Matthew J. Notowidigdo, 2013. "Duration Dependence and Labor Market Conditions: Evidence from a Field Experiment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(3), pages 1123-1167.
    19. Gregor Jarosch & Laura Pilossoph, 2019. "Statistical Discrimination and Duration Dependence in the Job Finding Rate," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 86(4), pages 1631-1665.
    20. Sendhil Mullainathan & Jann Spiess, 2017. "Machine Learning: An Applied Econometric Approach," Journal of Economic Perspectives, American Economic Association, vol. 31(2), pages 87-106, Spring.
    21. Lancaster, Tony, 1979. "Econometric Methods for the Duration of Unemployment," Econometrica, Econometric Society, vol. 47(4), pages 939-956, July.
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    Cited by:

    1. Hie Joo Ahn & Bart Hobijn & Ayşegül Şahin, 2023. "The Dual U.S. Labor Market Uncovered," NBER Working Papers 31241, National Bureau of Economic Research, Inc.
    2. Acosta, Miguel & Mueller, Andreas I. & Nakamura, Emi & Steinsson, Jón, 2023. "Macroeconomic Effects of UI Extensions at Short and Long Durations," IZA Discussion Papers 16400, Institute of Labor Economics (IZA).
    3. Susan Athey & Lisa K. Simon & Oskar N. Skans & Johan Vikstrom & Yaroslav Yakymovych, 2023. "The Heterogeneous Earnings Impact of Job Loss Across Workers, Establishments, and Markets," Papers 2307.06684, arXiv.org, revised Feb 2024.

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    More about this item

    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
    • J64 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Unemployment: Models, Duration, Incidence, and Job Search
    • J68 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Public Policy

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