Protecting Engineers' Skills in the AI Era

A decade-old nuclear-plant control design deliberately kept manual steps to prevent operators from losing hands-on expertise, a principle now relevant as AI reshapes engineering careers. Harvard data on 65 million workers shows generative-AI adopters cut junior employment by roughly 9 percent, while Stanford payroll analysis finds the same decline for the youngest workers in AI-exposed roles, leaving senior positions unchanged.