AI Will Reshape Tasks, Not Jobs

AI will change the mix of tasks people do inside existing occupations more often than it will eliminate whole jobs. That means retraining, job redesign, and occupational regulation matter more than simply counting lost positions. — Shifting the debate from job loss counts to task reallocation reframes policy priorities — training, credentialing, and workplace design become the central levers.