Machine Learning Algorithms & Natural Language Processing

Mar 17, 2026 · Industry Insights

Karpathy’s AI Job‑Risk Chart Sparks Panic: 60 Million White‑Collar Jobs Threatened

Karpathy’s quickly‑removed project scores 342 U.S. occupations for AI exposure, revealing an average risk of 4.9, with 42% of 60 million white‑collar jobs scoring 7 or higher, while physically‑oriented roles like plumbers remain safe; Harvard research corroborates these findings and shows a nuanced shift toward job augmentation rather than wholesale replacement.