Entry-level hiring in AI-exposed knowledge occupations is contracting relative to less-exposed occupations.
LaborSlow to resolveEmployment
◷ Share view, as of June 2026: confidence, rationales and priors are hidden. The questions, stances, claims, tests and evidence stay visible.
would falsify this claim
Postings and hiring datasets (LinkedIn, Indeed, ADP, university digital-economy labs) show an exposed-vs-control gap in entry-level hiring persisting 12+ months; falsified if the gap closes or disappears once cycle controls are applied.