AI Economic Simulation

Baseline Assumptions

  • No global war that resets labor demand
  • Governments respond slowly (no immediate universal basic income)
  • AI productivity gains are real and accelerating
  • Ownership of AI systems is highly concentrated
  • Blue-collar automation lags white-collar by 5–10 years
  • Capital markets remain functional

10-Year Simulation

Years 1–2: Invisible Collapse

  • AI commoditizes analysts, junior lawyers, coders, marketing, finance ops, HR
  • Teams shrink quietly by 20–40%
  • Job titles remain; wages and leverage collapse
GDP appears healthy. Careers quietly break.

Years 3–4: Demand Shock

  • White-collar consumption declines (housing, travel, subscriptions)
  • Urban real estate weakens
  • Universities lose value proposition
  • Venture capital concentrates almost entirely in AI

Years 5–6: Structural Break

  • White-collar work becomes task-based and gig-like
  • Salaries detach from productivity
  • AI firms dominate equity markets
  • Tax base erodes; welfare demand rises
The belief that education guarantees mobility collapses.

Years 7–8: Social Repricing

  • Luxury and automation boom; mass-market stagnates
  • Underemployment explodes despite stable headline unemployment
  • Anti-AI movements and protectionist politics intensify

Years 9–10: New Equilibrium or Crisis

Path A: Managed Transition

  • Redistribution via AI dividends or sovereign AI funds
  • Work redefined around care, creativity, human services

Path B: Depression-Like Breakdown

  • Persistent demand collapse
  • High unemployment and social unrest
  • Capital trapped in AI with insufficient consumers

Comparison to the Great Depression

Dimension Great Depression (1930s) AI Job Collapse Scenario
Trigger Financial crash Technological displacement
Speed Sudden Gradual and stealthy
Unemployment 25% visible 20–40% effective
Productivity Fell Soars
Capital Destroyed Hyper-concentrated
Psychology Scarcity and fear Futility and loss of meaning
Key Difference:
The Great Depression was defined by people wanting to work but being unable to find jobs.
This scenario is defined by people no longer being economically necessary.