AI Labor Disruption & UBI Transition Lab

1. Sector Displacement Horizon 5-Year AI Shock

Admin & Back-Office Automation 65%

Software & Code Synthesis 55%

Customer Ops & Support 80%

Legal & Financial Analysis 45%

Transport & Autonomous Logistics 30%

Creative & Commercial Media 50%

2. UBI Benefit Architecture Safety Floor

Monthly Universal Stipend ($/adult) $1,000

Target Adult Population (Millions) 260 M

Phase-In Rollout Horizon 3 Years

3. Revenue Levers & Funding Mix Fiscal Balance

Corporate AI Surplus Recapture 12.0%

AI Compute Cluster Energy Levy 7.5%

Sovereign Wealth Endowment Dividend $250 B/yr

High-Earner Carbon/Wealth Surcharge $350 B/yr

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