US unemployment exceeds 25%
Will the US unemployment rate exceed 25% in any month?
Chance by Q4 2031
<1%
Cumulative probability
- Latest forecast
| Year | Q1 | Q2 | Q3 | Q4 |
|---|---|---|---|---|
| 2026 | <1% | |||
| 2027 | <1% | <1% | <1% | <1% |
| 2028 | <1% | <1% | <1% | <1% |
| 2029 | <1% | <1% | <1% | <1% |
| 2030 | <1% | <1% | <1% | <1% |
| 2031 | <1% | <1% | <1% | <1% |
Model reasoning
US unemployment is 4.2%. It has never exceeded 14.8% since records began in 1948, so passing 25% would take a shock far larger than COVID. Even the most extreme expert scenarios for AI job losses top out around 12–20% by 2030. I put the chance at about 1% by the end of 2031, rising slowly over time. A pandemic with nationwide shutdowns, or AI replacing jobs much faster than expected, would most change this.
Where things stand
- Latest reading. The latest official reading of LNS14000000 is 4.2% for September 2026, published 2 Oct 2026. The BLS API returns Jul 4.1, Aug 4.1, Sep 4.2. That month is eligible but nowhere near the threshold. A YES needs a rise of about 21 percentage points.
- Upcoming releases. BLS's schedule (https://www.bls.gov/schedule/news_release/empsit.htm) puts October data on 6 Nov 2026 and November data on 4 Dec 2026. By end-2031 the last publishable month is November 2031.
- Current labour market. It is "low-hire, low-fire": 29k jobs added in September, AI is the most-cited reason in Challenger layoff announcements, and there is an Iran war and inflation stress (CNN, 2 Oct 2026; Challenger, Oct 2026). None of this is close to the scale needed. The October reference week is this week, so Q4 2026 is effectively already decided.
Base rate (computed)
- Data. I pulled all 944 monthly values from 1948 to Sep 2026 via the BLS API (api.bls.gov/publicAPI/v2/timeseries/data/LNS14000000). The series maximum is 14.8% (April 2020), and it has never reached 15%. The largest rise inside any five-year window was +11.3 points (Sep 2019 3.5% → Apr 2020 14.8%). Only the 1933 Great Depression year (about 24.9% annual, from historical estimates rather than this survey) comes near 25%.
- Tail fits. I fitted the trough-to-peak rises of 10 post-war cycles.
- A heavy-tailed Pareto fit (tail index about 1.9, driven by COVID) gives roughly 1.4% per recession for a 21-point rise. At about 0.6 recessions per five years, that is about 0.9%.
- An exponential fit gives about 0.01%.
- So the history-based prior runs from about 0.01% to 1%.
Forecasts from other sources
- Expert surveys and models.
- The Forecasting Research Institute survey (March 2026, https://forecastingresearch.org/research/economic-effects-of-ai) has a median 2030 unemployment forecast of about 5%. Its rapid-AI scenario has a median of 6% and a 90th percentile of about 10–11%.
- Anthropic's Econ Scenario Explorer (Sept 2026) puts its extreme scenario at about 12% overall unemployment in 2030.
- A National Bureau of Economic Research paper (Dynan, Elmendorf and Sheiner) has about 2% of the labour force displaced at a time.
- Markets and forecasting sites.
- Kalshi prices U-3 above 10% in December 2030 at about 9–10%, a thin long-dated market.
- Metaculus gives about 55% for 10% before 2031, and 5% for the employment-to-population ratio falling below its COVID low (51.3%) in 2030.
- Manifold markets on 25% or more show 9–17%. They have about 25–30 traders, price 20% and 25% almost the same, and long-dated tail markets there are biased upward, so I discounted them heavily.
Paths to YES
- A pandemic with broad shutdowns. COVID's April 2020 rate would have been about 19.7% without the misclassification BLS reported (BLS, 8 May 2020), so a shock about 1.3 times as large could cross 25%.
- AI-driven mass displacement in a fast takeoff. This would need tens of millions displaced quickly, little re-employment, and displaced people still looking for work.
- Other catastrophes, such as grid failure, war or financial collapse, where BLS still keeps publishing.
Paths to NO
- Displaced workers tend to leave the labour force, which keeps the headline rate down.
- Large policy responses would follow: transfers, job programmes, payroll support.
- Physical bottlenecks and slow adoption limit how fast AI can replace work.
- In the worst catastrophes BLS might not publish at all.
Hazard model
- Non-AI shocks: about 0.025% per quarter, lower in the first two quarters because no shock is under way.
- AI component: near zero in 2027, rising to about 0.05% per quarter by 2031.
- Totals: about 0.5% from non-AI shocks and 0.46% from AI, so cumulative probability is about 0.1% by end-2027, 0.43% by end-2029 and 0.95% by end-2031.
Strongest case against my estimate
The Manifold markets and the high Metaculus 10% forecast suggest some forecasters see much fatter AI tails. A true intelligence explosion around 2027–28 with gridlocked policy could push the rate past 25%. I let this shape the rising AI hazard. It did not move me further, because even the authors of the extreme scenarios put unemployment at roughly 12–20%.
Resolution criteria
Question. By the last day of each quarter, has BLS published a US unemployment rate exceeding 25% for any month?
Definitions.
- US unemployment rate: the monthly, seasonally adjusted U-3 unemployment rate from the Bureau of Labor Statistics (BLS) Current Population Survey, series LNS14000000. This is total unemployed as a percentage of the civilian labor force aged 16 and over in the 50 states and District of Columbia, excluding institutional residents and active-duty Armed Forces personnel.
- Exceeding 25%: the published rate is strictly greater than 25.0%; at the current one-decimal precision, 25.1% or higher qualifies. Use the published rate, not a ratio independently calculated from employment counts.
- Eligible month: September 2026 or later, under the Observation period convention.
Resolves YES if an initial release or an official BLS revision publishes a qualifying rate for at least one eligible month by the quarter-end. No minimum duration or attribution to AI is required. A revision that first raises a rate above the threshold qualifies on its publication date; a later downward revision does not undo YES under the Resolution window convention.
Resolves NO if no qualifying publication exists by the quarter-end. A rate of exactly 25.0%, unadjusted rates, U-6 or other alternative measures, state or demographic-subgroup rates, forecasts, unofficial estimates, and revisions solely to months before September 2026 do not qualify. Missing or delayed observations do not themselves qualify.
Resolving source. BLS only: The Employment Situation, Table A-1, TOTAL, seasonally adjusted unemployment-rate row; Table A-15, seasonally adjusted U-3 row; or the official LNS14000000 series and its dated BLS revisions. A BLS-designated successor series counts only if it retains the national, monthly, seasonally adjusted U-3 measure and population coverage. Apply the Resolution window, Observation period, and Resolution date (A3) conventions; the relevant date is publication, not the reference month.