Career Atlas writing https://careeratlas.dev/writing/ Data essays about work, pay and AI displacement, from the Career Atlas dataset. en-us Fri, 11 Sep 2026 12:00:00 GMT BLS revised 831 job projections. My AI model predicted almost none of it. https://careeratlas.dev/writing/bls-revision-test https://careeratlas.dev/writing/bls-revision-test Fri, 11 Sep 2026 12:00:00 GMT An out-of-sample test of an AI displacement model against the US government's own revised employment projections, and the specific way it fails. I tried to predict which jobs AI replaces. The useful part is where it's wrong. https://careeratlas.dev/writing/ai-displacement-model https://careeratlas.dev/writing/ai-displacement-model Sun, 30 Aug 2026 12:00:00 GMT An AI job-displacement model for 1,000 US occupations: the government dataset that nearly broke it, two fixes that failed, and the chart that hid 110 jobs.