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Working Papers, No. 2023-42, November 2023 Crossref
Robots, Tools, and Jobs: Evidence from Brazilian Labor Markets

(Revised January 1, 2024)

What is the effect of robots and tools on employment and inequality? Using natural language processing and an instrumental variable approach, we discover that robots have led to a sizable decrease in the employment and wages of low-skill workers in operational occupations. However, tools — machines that complement labor — have led to an equally large reinstatement of these workers, increasing their employment and wages. Using a quantitative model, we find that the lower prices of robots and tools over the last 20 years have reduced inequality and increased welfare without a significant effect on employment.


Working papers are not edited, and all opinions and errors are the responsibility of the author(s). The views expressed do not necessarily reflect the views of the Federal Reserve Bank of Chicago or the Federal Reserve System.

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