Stanford's Canaries Update Widens the Entry-Level Gap From 13% to 19%, and the Mechanism Is Hiring, Not Layoffs

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The August 2026 update to Stanford Digital Economy Lab's 'Canaries in the Coal Mine' finds employment for workers aged 22 to 25 in AI-exposed occupations sits 19% below where it would be had it tracked less-exposed peers, up from 13% a year earlier, using ADP payroll data covering millions of US workers through June 2026. Experienced workers show no comparable gap and the researchers find no evidence of economy-wide displacement. Erik Brynjolfsson describes a labor market that holds its overall employment level while quietly closing the on-ramp, and the decline runs through reduced hiring rather than increased separations.