AI Labor Disruption & UBI Transition Lab

Macropolicy simulator: AI cognitive shock, labor migration, and dynamic fiscal safety nets
Preset Scenarios:
1. Sector Displacement Horizon 5-Year AI Shock
2. UBI Benefit Architecture Safety Floor
3. Revenue Levers & Funding Mix Fiscal Balance
Displaced Workers 36.2M 21.5% of active labor force
Annual Gross UBI Outlay $3.12 T $12,000 / recipient / yr
Total Revenue Mobilized $2.94 T Across 4 technological levers
Net Fiscal Balance -$180 B Manageable transition deficit
Labor Force Displacement & Transition Dynamics Sector Breakdown
Fiscal Equilibrium: Outlay vs. Technological Funding Sources Ledger View
Granular Sector Transition Ledger (US Baseline: 168M Workers) Model v2.4
Sector Baseline Workers Displacement Rate Displaced Headcount Retained / Upskilled Aggregate Wage Shock

AI Labor Disruption and UBI Transition Modeling

Read the explanation

In the lab simulation, six core labor sectors face AI displacement against a baseline of one hundred sixty-eight million active workers. Providing a monthly stipend to adult citizens sets the gross annual outlay, scaling directly with stipend amount and target population. To fund the safety net, the model pools four revenue levers: corporate surplus recapture, compute energy levies, sovereign wealth, and carbon surcharges. Adjusting tax sliders or choosing presets dynamically bridges the deficit gap, transitioning the ledger from fiscal deficit into a self-sustaining budget surplus.

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