The July 2026 employment report, released August 7: payrolls fell 23,000 against forecasts of +83,000 to +95,000, and the two prior months were cut by a combined 103,000. Below: where the losses were, and the chart that matters most — every first-announced jobs number since January 2024 next to what the books say today. Companions: Part 1 · stimulus vs. inflation · Part 2 · the price level.
Bars are each month's job gain or loss as the books stand today, after all revisions. The hollow dots are what BLS first announced for that month (dots begin January 2024). When a dot floats far above its bar, that month's jobs were later revised away. October 2025 has no dot — the shutdown meant no first estimate was ever published. The record −898K annual benchmark was folded in with February 2026's release.
25 of the 29 months since January 2024 that have been through at least one revision were revised down; 4 were revised up. Biggest erasures: January 2025 announced +143K, now −48K; June 2025 announced +147K, now −20K; May 2024 announced +272K, now +78K.
Change by industry, July 2026, in thousands — these eleven bars sum exactly to the −23K headline. Government led the losses (−53K), but federal payrolls fell only −3K of that: the cuts have moved to state and local budgets. Retail (−19K) sits inside the trade & transport bar. Health care and construction carried what gains there were.
The unemployment rate fell to 4.1% — but the denominator shrank. Labor-force participation dropped to 61.4%, its lowest since early 2021; people who stop looking stop counting as unemployed. Temporary layoffs rose 153K to 921K. The October 2025 gap is real: the shutdown meant the household survey was never conducted that month.
How it works: each month's jobs number is published three times — a first estimate about three weeks after the reference period, then two revisions as late survey responses arrive — and then re-anchored once a year to actual tax records (the "benchmark"). Revisions are normal. What's not normal is their direction and size.
The recent record isn't normal. Across 1979–2023 the average revision was roughly zero — small and random in both directions. In 2025, the average month was revised down 58K by its third estimate, every one of the eleven months that received a first estimate was revised down, two months (June and August 2025) flipped from announced gains to actual losses, and the annual benchmark then removed another 898,000 jobs — the largest on record. First prints have been systematically too optimistic for two years, mostly because collapsing survey response rates get back-filled by assumptions about business births and deaths that stopped matching reality.
The politics: President Trump fired BLS commissioner Erika McEntarfer in August 2025, hours after a report with large downward revisions; the bureau has been run on an acting basis since, and the fall 2025 shutdown then punched permanent holes in the data (no October first estimate, no October household survey at all). Whatever one thinks of the firing, the revisions have continued in the same direction under new management — May and June 2026 were just cut by 103K, and July's first print was negative on its own.
How to read any first print now: treat it as an opening bid with a two-year record of bidding high. The trend that survives revision — roughly +34K a month over the past year, with seven outright losing months since January 2025 — is the real labor market.
Sources. BLS Employment Situation, July 2026 (released Aug 7, 2026); BLS CES revisions table (first/second/third estimates, seasonally adjusted); BLS CES benchmark documentation (final March 2025 benchmark −898,000, incorporated February 2026; preliminary was −911,000). Series via FRED: PAYEMS, UNRATE, CIVPART, and CES supersector employment (USGOVT, USLAH, USFIRE, USTPU, USMINE, MANEMP, USSERV, USINFO, USPBS, USCONS, USEHS, USTRADE, CES9091000001 federal). Retrieved August 7, 2026. Current-vs-first comparisons use today's published series against the BLS first-estimate archive, so they include both monthly revisions and annual benchmarks.
Part 1: Stimulus vs. inflation · Part 2: The price level. Published by Rational Ground.