Data-driven analysis on AI displacement risk, career strategy, and the future of work. Backed by 997 scored occupations and 12 research institutions.
Search any occupation and see its full risk profile. An interactive deep dive into our 6-dimension scoring model, the composite formula, and how 997 jobs distribute across the AI displacement spectrum.
From the U.S. Department of Labor to Oxford University, Stanford HAI to the IMF — a detailed look at every data source powering our AI risk scores, how we pull the data, and how 12 methodologies become one number.
Citrini Research's viral analysis maps a path from AI disruption to economic crisis — unemployment at 10.2%, S&P down 38%, and labor's share of GDP collapsing to 46%. Here's what the scenario means for you and why knowing your risk score matters now.
We scored 997 occupations across 6 risk dimensions using data from 12 research institutions. These are the jobs that scored highest for AI displacement risk — and the patterns might surprise you.
Not every job is under threat. Our 997-occupation scoring model reveals which careers are structurally immune to AI displacement — protected by physics, human connection, and regulatory walls that no algorithm can breach.
Anthropic's COBOL announcement crashed IBM 13%. Claude Code Security wiped $52B from cybersecurity stocks. In two days, AI didn't just threaten jobs — it obliterated market caps. Here's what happened and what it means for your career.
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