AI is eliminating the apprenticeship years

The automation of entry-level work removes the institutional pathway where young workers learned professional norms, built confidence, and developed judgment through supervised repetition. Companies lose the pipeline for developing future managers and specialists. Workers lose the low-stakes environment where mistakes teach rather than destroy careers. A workforce that never learned to navigate hierarchies or handle ambiguity will struggle to solve novel problems, degrading service quality and institutional knowledge across industries.