Scaling Laws

Forecasting AI's Impact on the Economy with Deger Turan, CEO of Metaculus

May 12, 2026
Deger Turan, CEO of Metaculus and leader of the Labor Automation Forecasting Hub, outlines forecasts about AI reshaping work and policy. He discusses divergences from official projections, which occupations and sectors look most vulnerable or resilient. The conversation covers shifting education and hiring pipelines, potential wage and employment puzzles, and how forecasting can inform faster policymaking.
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ADVICE

Design Policies For Multiple Labor Futures

  • Policymakers should stop chasing a single employment number and instead design levers (licensing, retraining, funding formulas) adaptable to multiple labor futures.
  • Use the hub to identify disputed signals and craft threshold-triggered or state-level policies rather than one-size-fits-all laws.
INSIGHT

Forecasts Point To Net Job Decline

  • Metaculus forecasters predict overall employment will decline by ~3.4% by 2035, diverging from BLS growth projections by ~6 percentage points.
  • Early large declines are expected in software developers, customer service reps, and financial specialists.
INSIGHT

Tech Job Losses Cause Broad Local Ripples

  • Job contractions in high-paying tech roles create ripple effects across local economies, weakening pipelines for future senior talent.
  • A predicted 18.7% drop in software developers by 2035 risks shrinking housing, restaurants, childcare demand in tech hubs.
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