AI’s Hidden Apprenticeship Tax (And How Firms Can Avoid It)

AI is reducing routine cognitive tasks in knowledge work, which traditionally served as training for professional judgment. This shift risks diminishing future workers' ability to verify and take responsibility, making verification skills increasingly valuable. Research shows significant task reduction in entry-level roles, with employment declines among younger workers in AI-exposed jobs.