One of the most counterintuitive findings from the first wave of AI productivity research is that the biggest gains often go to the people who were weakest to begin with — one study found productivity jumped 34% for novice workers while experienced employees barely improved, suggesting AI may compress skill advantages that once took years to build.

Early workplace studies suggest generative AI can sharply steepen the learning curve for novices, while offering much smaller gains to experts.