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Training time, robots and technological unemployment

Author

Listed:
  • Cossu, Fenicia
  • Moro, Alessio
  • Rendall, Michelle Petersen

Abstract

We document that labor training requirements for high-skilled occupations increased in the U.S. from 2006 to 2019. These greater training requirements reduce the extent to which workers displaced from shrinking occupations can relocate to expanding (high-skilled) occupations, thus potentially affecting both the equilibrium occupational structure and the unemployment level. We build a quantitative model in which labor is displaced by task-replacing technological change embodied in robots (“tasks shock”) and the extent of occupational switching depends on the destination occupations’ training requirements. We find that: (i) task-displacing technological change increases steady-state unemployment, but it reduces unemployment along the transition; (ii) in contrast, a comparable shock to capital embodied technological change produces larger unemployment rates with respect to the tasks shock, both in the transition and the steady state; and (iii) greater training requirements in high-skilled occupations increase steady-state unemployment and affect the occupational structure along the transition, but the shape of their effect depends on the size of the technological shock

Suggested Citation

  • Cossu, Fenicia & Moro, Alessio & Rendall, Michelle Petersen, 2026. "Training time, robots and technological unemployment," Journal of Economic Behavior & Organization, Elsevier, vol. 248(C).
  • Handle: RePEc:eee:jeborg:v:248:y:2026:i:c:s0167268126002179
    DOI: 10.1016/j.jebo.2026.107631
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    Keywords

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    JEL classification:

    • J23 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Demand
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • J63 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Turnover; Vacancies; Layoffs
    • C68 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - Computable General Equilibrium Models

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