❯ Anthropic, MIT and Stanford model three 2030 scenarios, with unemployment near 12% in the extreme case

three scenariosAnthropic’s economics team, with MIT and Stanford academics, published three economic scenarios for 2030, built by decomposing U.S. Department of Labor occupations into micro-tasks and sorting by how fast AI lands. Per Anthropic’s own figures: in the modest case 2030 GDP sits 1.6% above a comparable no-AI economy, with AI roughly an upgraded office suite; the substantial case is 8.3% higher; the extreme case 32.4%.

the cost columnThe better the GDP column looks, the worse the labor column reads. In the same report, the substantial case puts unemployment at 4.6% with knowledge-worker wages essentially flat; in the extreme case unemployment approaches 12%, knowledge-worker wages fall more than 10%, and labor’s share of GDP drops from 59.4% in the modest case to 45.2% — most of the growth accrues to capital. The companion survey, run with Morning Consult in August, covered 10,980 Americans, most of whom expect the substantial or extreme case.

the inversionThe inversion the report names is the part worth writing: this wave of automation takes the purely cognitive work first, the reverse of two centuries in which machines came for physical labor first. Anthropic’s own advice follows that line — move away from pure knowledge recall and processing, toward the physical world, real trust relationships, and ownership of assets and compute.

a caveatThe ones who should re-weigh this are companies using the report for workforce planning. Anthropic explicitly frames it as scenario planning, not a forecast, and the spread between the three cases is far too wide to staff against; the report also comes from a company that sells models, for which the extreme case is a commercial asset. What to watch is whether a third party runs the same task decomposition to a different conclusion. Until then, the useful part of this report is the decomposition table, not the three GDP numbers.

▪ SIGNALA model vendor calculates that the extreme case lifts GDP by a third and unemployment into double digits — only one of those two numbers is its sales pitch.