
How we got 28 October 2037
How often health care and social assistance lets people go
0.68%4,476 days
A month, as a share of everyone employed. The average wait for one person is 4,476 days (US Bureau of Labor Statistics). Source
AI already does this much of your job
9%1.51× sooner
Microsoft scores chief executives 0.16 out of 1 for how much of the job people already hand to AI, and Anthropic sees Claude doing 3% of its tasks. The most exposed job we score is 55%. Source
Openings for your kind of job
+5%1.05× later
US job postings in Management are at 105, where February 2020 was 100 (Indeed Hiring Lab, November 2026). Source
Your employer
+5% a year1.12× later
Gates Foundation's headcount is up 5% on a year ago (LinkedIn). Source
Layoffs at Gates Foundation
in January 20261.25× sooner
Gates Foundation laid off 500 people in January 2026 (Committing $9B Annual Payout; Strengthening Stewardship of Funds). Source
Multiplied together, then stretched so the extremes are extremes. The whole method.