BLS Benchmark Revision Shows U.S. Payrolls Overstated by Nearly 1 Million Jobs

The U.S. Bureau of Labor Statistics’ preliminary annual "benchmark" revision indicated on Tuesday that payroll employment was substantially overstated in the 12 months through March, reducing the reported level of jobs by roughly 911,000 from previously published figures.

The BLS said the revision — part of its yearly comparison of the Current Employment Statistics (CES) monthly survey with the more comprehensive Quarterly Census of Employment and Wages (QCEW) payroll tax records — showed employment for the earlier 12‑month period through March 2024 had also been downgraded by 598,000 jobs. The agency described the estimate as preliminary; a final benchmark revision will be released in February alongside the BLS employment report for January, at which time historical monthly payrolls will be revised.

The CES program produces the monthly payrolls series by surveying about 121,000 businesses and government agencies representing roughly 631,000 worksites. The QCEW dataset is compiled from employer reports to state unemployment insurance programs and captures about 95% of total employment, giving the BLS a more complete universe for the annual benchmark.

Economists and BLS officials attributed the sizable downward revision in part to the agency’s "birth‑and‑death" model, which estimates employment gains and losses from business openings and closures that are not yet sampled in the monthly survey. The model has been a recurring source of revision in recent benchmark years, and analysts warned that it can magnify differences between preliminary monthly payrolls and the more complete QCEW counts.

The preliminary benchmark comes as other indicators point to slowing labor market momentum. Last Friday’s report showed job growth almost stalled in August and that the economy shed jobs in June for the first time in about four and a half years. Economists say several forces have been weighing on the labor market, including uncertainties tied to trade policy, an immigration enforcement stance that has affected labor supply, and business adoption of automation and artificial intelligence that has curbed demand for some types of workers.

Market observers said the revision itself was unlikely to alter near‑term monetary policy plans. The Federal Reserve, which paused its easing cycle in January amid uncertainty over the economic effects of tariffs and other factors, was widely expected to resume cutting interest rates next week; many forecasters judged the downward benchmark adjustment insufficient to change that outlook.

The revised numbers have also fed into a political controversy over the stewardship of the agency that produces the statistics. Sharp downgrades last month to May and June employment figures, which together reduced previously reported payrolls by 258,000 jobs, prompted President Donald Trump to remove BLS Commissioner Erika McEntarfer. The White House has nominated E.J. Antoni as her replacement; Antoni has written critically about the BLS and suggested suspending the monthly employment report, views that many economists have called inappropriate and which have drawn concern from statistical and economics organizations.

The National Association for Business Economics urged officials and the policy community to defend the BLS’s independence and the integrity of U.S. economic statistics. Accurate payroll data underpin policy decisions, business planning and financial market expectations, and benchmark revisions are intended to align the monthly series with the more complete administrative payroll records.

The BLS will publish the final benchmark revision in February, at which point the agency will revise the historical payrolls series to reflect the finalized QCEW comparison. Until then, analysts said the preliminary cut should prompt caution when interpreting recent monthly job gains but not necessarily signal an abrupt structural shift in labor demand beyond the ongoing softening already evident in contemporaneous reports.