Anthropic just published data from 400k Claude Code sessions, and the headline buries the real story: your CS degree is becoming optional

Anthropric released a research paper today analyzing \~400,000 Claude Code sessions. The findings are wild and I haven’t seen anyone talk about the uncomfortable implications. What they actually found: \-Lawyers, accountants, and managers succeed at coding tasks within 7 percentage points of actual software engineers \-Management occupations had the HIGHEST verified success rate. Higher than software engineers. \-The gap between experts and intermediates is “modest” meaning once you hit a basic level of domain knowledge, you get most of the benefit \-Sessions where users show debugging skills fell by nearly half in 7 months \-The value of the average task rose \~27% in 7 months The part everyone is ignoring: Anthropric’s own framing is “expertise still matters!” But read their definition of expertise carefully. It’s NOT coding expertise. It’s domain expertise. A lawyer who knows exactly what clauses to flag counts as an “expert” in their session, even if they’ve never written a line of code. So when they say “expertise persists,” they mean: understanding your problem still matters. Understanding code increasingly doesn’t. Think about what that actually means. Every company has been hiring senior engineers partly for their ability to translate business problems into code. That translation layer is what’s collapsing. The lawyers and managers are coming for your job not by learning to code, but by not needing to. And Anthropic sat on 400k sessions of data showing this is already happening, and the headline is “expertise matters”? The real headline is: if you’re a software engineer whose main value is implementation, the floor is dropping.