Perspectives on AI economics, labor markets, and the future of work
Three independent research teams, three different methods, one convergent conclusion: agentic AI displacement is structural, and the policy window is shrinking.
The Economist argues academic economists are failing to study AI's labor market effects. They're right about the gap, but wrong about who's filling it — the best work isn't coming from AI labs either.
Media coverage of AI and jobs swings between panic and dismissal. The ATE framework offers a middle ground — occupation-specific, region-aware risk scores that actually tell you something useful.
When AI displaces a credit analyst, the answer isn't teaching them Python. It's teaching them to audit AI-generated financial models. Domain expertise is the scarce input.
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