ADP Research explains its jobs data and a hiring slowdown

ADP Research explains its jobs data and a hiring slowdown

ADP Research’s article, published October 7, 2025, explains how its National Employment Report is built and answers questions about its September figures. ADP says the report draws on anonymized payroll data from more than 26 million U.S. employees, and that it retooled the methodology in 2022 with Stanford Digital Economy Lab. ADP reports that the September report showed a decline of 32,000 U.S. jobs, while net hiring was concentrated in large employers. It says annual benchmarking aligns its estimates to the Quarterly Census of Employment and Wages (QCEW), which is based on business tax records and becomes public after a five-month delay. ADP also says the QCEW helps adjust for faster growth in its self-selecting payroll-client sample. On pay, ADP reports slower year-over-year growth for job-changers in September than in August, attributing the seasonal pattern to summer hiring and a shift toward workers who keep their jobs longer. The article’s closing argument is that the economy could produce stronger job gains, but the government shutdown has deprived employers of certainty that ADP calls valuable for hiring decisions. Whether that uncertainty will affect hiring remains unknown.

Publication: 9a68b1de-ee7f-2ccf-8d59-34cc95a57b72

attribution — pass: This is a single ADP Research article in ADP's own voice. The reading consistently attributes its figures, methods and closing argument to ADP.

Here’s a roundup of the questions we got and how we answered them.

summary — uncertain: The reading is generally faithful and plain. Two gaps affect understanding. First, the title promises a hiring slowdown, but the summary never states ADP's core claim that hiring has slowed considerably by almost every measure, despite strong growth. Repair: add one attributed sentence before the shutdown point. Second, the page's tooltip defines Benchmark as a set of tests for comparing systems. That is the AI sense, not ADP's statistical alignment to the QCEW, so the tooltip could mislead. Suggest a labor-statistics definition for benchmarking.

But by almost every employment measure available, hiring has slowed considerably since the beginning of the year.

date — pass: The reading states October 7, 2025, at day precision, which matches evidence.originalPublished. The source's 'last week' references to the shutdown jobs Friday are consistent with that date. Forward-looking statements are kept as ADP's conditional views. The evidence is a publisher page, so no archive-copy disclosure is required.

On jobs Friday, the Bureau of Labor Statistics released no data because of the government shutdown.

support — pass: Each claim matches the source text: 26 million employees, the 32,000-job decline concentrated at large employers, QCEW alignment and bias adjustment, the slowdown in job-changer pay growth tied to summer hiring, and the shutdown's effect on certainty. The question and the note that the outcome is unknown follow from ADP's conditional 'could affect' without overstating it.

And that missing ingredient could affect what happens next.

media — pass: No media is selected, and the evidence supplies no verified media candidates.