Exhibit 1
Real GDP
Exhibit 2
Who gets the output
Exhibit 3
Jobs and automation
Exhibit 4
Bottom 90%: income per adult, by source
Exhibit 5
Policy flows
Exhibit 6
Public wealth
Exhibit 7
Where demand comes from
Exhibit 8
Top 10% and bottom 90%
Exhibit 9
Federal debt
How the model works
- Production. Task-based CES aggregate in the style of Acemoglu and Restrepo. Machines do a share a of tasks and people do the rest. At σ = 1, labor's share equals 1 − a. Above 1, machines substitute easily and the capital share rises faster. Below 1, the remaining human tasks become a bottleneck.
- Automation path. A logistic curve from today's level toward the long-run ceiling. New human tasks offset part of it, as new occupations have historically.
- Households and demand. The top 10% of adults receive most capital and land income and spend a small share of each extra dollar; the bottom 90% spend most of theirs. CE, land, and UBI payments go equally to every adult. In demand-led mode, output is the lesser of capacity and spending (consumption, investment set by capacity, and government and other demand held at its 2026 share of capacity). In saving-led mode, output stays at capacity and unspent income is invested, so redistribution trades demand against capital accumulation.
- Calibration (2026). GDP $32.5T (BEA, Q2 SAAR); labor share 53% (BLS nonfarm business, 52.8% in Q2); employment 160M; population 343M; capital 2.6× GDP; land rent 4% of GDP; land value ≈ $37T at a 3.5% capitalization rate.
- Citizens' Equity. Each year, firms issue new shares to the fund equal to X% of their capital attributable to U.S. sales (Y% weighting is applied in aggregate), until the fund reaches its ownership cap. The fund receives its pro-rata share of distributed corporate earnings and pays it out per adult.
- Fiscal stabilizer. Optional deficit-financed spending that closes a chosen share of the demand-led output gap each year. It is added to a federal debt that starts at $40T and otherwise grows with real interest and a baseline primary deficit; stabilizer debt accrues interest too.
- Land value tax. Levied on assessed land value only; buildings and improvements are exempt. The tax capitalizes: land price = rent ÷ (capitalization rate + tax rate), so revenue is a share of ground rent and does not distort output in the model.
- Not modeled. Behavioral responses of investment to CE dilution or taxes, trade, inflation, the effect of interest payments on demand, and the distribution of private wealth. Treat results as scenarios, not forecasts.