Overall impact of AI developments on human workers remains unclear

Determine the labor-market impact of artificial intelligence (AI) and related learning-machine developments on human workers across sectors and occupations, including effects on employment and wages.

Background

The paper frames the debate on how AI will change human work, noting rapid advances in machine capabilities and accelerating diffusion across the economy. Despite this progress, the authors emphasize that credible, comprehensive evidence on the consequences for workers is lacking, partly due to incomplete adoption and limited high-quality measures of AI deployment compared to robots or software.

To address elements of this uncertainty, the study links German administrative worker data with patent-based AI exposure measures, examining heterogeneity across occupations, tasks, and wage outcomes. However, the broad question of AI’s aggregate impact on workers remains explicitly stated as unresolved.

References

While the number of tasks that learning machines can undertake is rapidly increasing and their diffusion is currently accelerating in many sectors of the economy, the impact these developments will have on human workers is still unclear (1).

— High-skilled Human Workers in Non-Routine Jobs are Susceptible to AI Automation but Wage Benefits Differ between Occupations  (2404.06472 - Ozgul et al., 2024) in Main text, Introduction (first paragraph)

The more important question is whether the number of new jobs and opportunities created by AI will exceed the number of jobs lost through automation and creative destruction. The framework developed in this appendix suggests that the answer depends on the relative magnitudes of $n$ and $K$. If AI generates sufficient entrepreneurship, innovation, new industries, and new forms of productive activity, then the dynamic job-creation effect may outweigh the job-destruction effect. Historical experience with previous waves of technological progress suggests that this outcome is plausible and perhaps even likely, although the magnitude and timing of these effects remain central questions in the economics of Artificial Intelligence.

— AI and the Economy: An Economic Examination of Production, Distribution, Firms, Labor, and Welfare  (2609.01263 - Zeytoon-Nejad, 1 Sep 2026) in Appendix A.7, Historical Perspective