Labor Data Watch
January 2026
The BLS headline above (+130K) is what was reported on release day. Subsequent revisions changed it to +160K — a 30K swing. The 24-month charts below use the revised figure.
What the Data Shows
BLS reported +130K jobs — beating Wall Street's 55K consensus by a wide margin. But buried in the same release: the annual benchmark revision cut 898,000 jobs from the prior two years. ADP counted just +22K independently, a 108K gap. The headline looked strong; the fine print said the economy had been 900,000 jobs weaker than reported since April 2024.
Average hourly earnings rose 3.7% year-over-year, continuing a gradual deceleration from 4.4% in early 2024. ADP tracked job-stayer wage growth at 4.5%. Both remain above CPI inflation, but the cushion continues to shrink.
U-3 ticked down to 4.3% from December's 4.4%, with the household survey showing a robust 528,000 increase in employment. U-6 fell to 8.0% from 8.4% — the largest single-month improvement in the broader measure in over a year. The gap narrowed to 3.7 points, the tightest since July 2025.
The annual benchmark revision applied in this report cut 898,000 jobs from April 2024 through March 2025. Every month in 2025 saw negative revisions. November was revised down 15K (from +56K to +41K) and December down 2K (from +50K to +48K via the benchmark). The BLS also changed its birth-death model methodology. The headline +130K for January must be understood against this backdrop: the agency just admitted it had been overcounting by nearly a million jobs.
ADP closed January at $247, continuing its decline from the May 2025 peak of $326 — now down 24%. Paychex closed at $103, down 35% from peak. Despite the strong January headline, the payroll processors continued to price in weakness.
Jobs Added Each Month
24-month comparison: how many jobs did each source say were added?
The January +130K print looks like a positive inflection in the chart — the strongest month since December 2024's +237K. But context matters: this number was published alongside a benchmark revision that retroactively cut 898K jobs from 2024-2025. The chart's 24-month trendline, which uses the revised data, shows a dramatically different picture than what was reported month-by-month in real time.
Wages vs. Inflation
The question that matters most: are workers actually getting ahead?
Wage growth continued its gradual decline, with BLS at 3.7% and ADP at 4.5%. Both measures remain above CPI inflation of ~2.9%, meaning real wages are still growing — but the margin has compressed from nearly 2 percentage points a year ago to less than 1 point for the BLS measure.
Unemployment Rate
The official number vs. the real number — including people who gave up looking and those stuck in part-time work.
The U-3/U-6 gap narrowed sharply from 4.0 points in December to 3.7 points in January — the best reading since July 2025. Both measures improved, but the narrowing suggests some of November-December's surge in discouraged workers may have been temporary. Still, at 8.0%, the U-6 remains elevated by historical standards.
The Revisions
What they quietly changed about the months you already forgot.
Net revision: -17K jobs The annual benchmark revision is not a normal monthly revision — it's a wholesale rewrite. BLS used Unemployment Insurance tax records (which cover 97% of payrolls) to recalibrate its survey estimates, and found them 898,000 too high. Every month from April 2024 through December 2025 was revised. The revisions to November (-15K) and December (-2K) reported in this release are the tip of a much larger iceberg.
The Market Already Knows
ADP and Paychex together process payroll for over 40% of American workers. Their stock prices reflect what institutional investors — with billions on the line — actually believe about the labor market.
The January jobs headline beat expectations by 75,000 — yet both ADP and Paychex continued their multi-month slide. ADP stock fell from $257 in December to $247 in January. The companies processing America's paychecks are not behaving as if a strong labor market just arrived. When the headline says one thing and the money says another, follow the money.
Discussion
Methodology
Labor Data Watch compares government employment estimates from the Bureau of Labor Statistics (BLS) Employment Situation report against private-sector payroll data from the ADP National Employment Report, produced in partnership with the Stanford Digital Economy Lab. We track every metric from initial release through all subsequent revisions.
Divergence grades are calculated using z-scores based on the trailing 60-month absolute difference between BLS and ADP private payroll estimates. Grades range from A (strong agreement) to F (extreme divergence requiring investigation).
Every number cited includes a source citation. No editorial judgment is applied to the data — we present both sources side by side and let the divergence speak for itself.
Note: The January 2026 Employment Situation included the annual benchmark revision, which revised total nonfarm employment down by 898,000 for the period April 2024 through March 2025. The 24-month charts reflect these revised figures. The headline stat cards show the preliminary January 2026 number (+130K) as reported on February 11, 2026.