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The monthly “jobs added” headline usually means the change in nonfarm payroll jobs estimated by the Bureau of Labor Statistics’ establishment survey. The unemployment rate comes from a different survey of households. One counts jobs; the other counts people. Payroll estimates are also revised as more employer reports arrive, seasonal factors are updated, and annual benchmarks replace sample estimates with administrative records.
What does the monthly jobs report measure?
The BLS Employment Situation draws on two surveys: the Current Employment Statistics (CES) establishment survey and the Current Population Survey (CPS) household survey. They answer related but distinct questions, so their results need not match. The BLS says, “Both surveys are needed for a complete picture of the labor market.” See its comparison of the household and payroll surveys.
Payroll jobs: the CES establishment survey
CES surveys individual worksites at businesses and government agencies. It estimates nonfarm payroll jobs, hours, and earnings, including industry detail. For a given employer, a worker is counted in each job held and is included if they worked or received pay for any part of the employer pay period that includes the 12th of the month. Paid leave counts. Nonfarm payrolls exclude agricultural employment and most self-employment. The BLS explains these definitions in its methods quick guide and CES technical note.
Employed people and unemployment: the CPS household survey
CPS surveys households and classifies people age 16 and older in the civilian noninstitutional population as employed, unemployed, or not in the labor force. A person is employed if they worked for pay, are self-employed, worked at least 15 hours without pay in a family business, or were temporarily absent from a job. Each person is counted once, regardless of how many jobs they hold. The unemployment rate is the number of unemployed people divided by the labor force, which consists of employed and unemployed people. Generally, a person is unemployed if they are jobless, available to work, and actively searching; people on temporary layoff are counted even without active job search. The CPS monthly sample is approximately 60,000 households, according to the BLS methods quick guide.
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Why do payroll jobs and household employment differ?
The surveys count different units and cover different populations. CES counts jobs at covered employers; CPS counts people and includes some workers outside CES coverage. CPS includes unincorporated self-employed people, agricultural workers, unpaid family workers, and private household workers that CES excludes. Someone with two payroll jobs may count twice in CES but only once in CPS. The surveys also use different reference periods: CPS uses a calendar week, usually the week containing the 12th; CES uses each employer’s pay period containing the 12th. Neither series is a simple correction of the other. The BLS lays out these differences in its survey comparison guide.
Why are the monthly payroll numbers revised?
Late employer reports change preliminary estimates
The first CES estimate is preliminary. BLS revises it in each of the next two months as additional employer reports arrive. After two successive revisions, when nearly all sample reports have arrived, the estimate is considered final for that sample-estimate cycle. In the BLS’s words, “The establishment survey revises published estimates to improve its data series by incorporating additional information that was not available at the time of the initial publication of the estimates.” See the Employment Situation FAQ and technical note.
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Seasonal adjustment is recalculated
Hiring and employment follow recurring patterns tied to holidays, weather, and school schedules. Seasonal adjustment accounts for those patterns to make month-to-month changes easier to interpret. CES uses concurrent adjustment: as new data arrive, BLS recalculates seasonal factors. The latest three monthly estimates use the new factors, so the prior two months are routinely revised. Annual seasonal recalculation can revise as much as five years of seasonally adjusted history. The CES FAQ describes the current approach.
Annual benchmarks replace the March employment level
Once a year, BLS benchmarks CES employment against near-complete administrative employment counts, principally employer unemployment-insurance records tabulated through the Quarterly Census of Employment and Wages (QCEW). The benchmark replaces the sample-based March employment level, and BLS adjusts estimates for the months between benchmark dates to align the series. Administrative records improve alignment with employment counts, but they are not a perfect measure of every source of error in the survey estimates.
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For example, the February 2026 benchmark revision lowered the March 2025 total nonfarm employment level by 861,000, according to the BLS benchmark revision release. That was an adjustment to the estimated employment level at the benchmark month—not a loss of 861,000 jobs in one month and not a typical revision size.
Business openings and closings require an estimate
New firms can take time to appear on CES’s survey sampling frame. To estimate the net employment effect of business births and deaths during that gap, CES uses an econometric model informed by historical QCEW data. BLS adds new businesses to the survey twice a year. The model helps address the timing gap, but it also introduces modeling uncertainty. The BLS discusses the approach in its CES FAQ.
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How should you read a jobs report?
- Identify the measure. “Payroll jobs” or “jobs added” usually refers to the CES change in nonfarm payroll jobs. The unemployment rate and the number of employed people come from CPS.
- Check whether the figure is seasonally adjusted. Month-to-month headline changes usually are seasonally adjusted; distinguish them from unadjusted figures.
- Note whether the CES estimate is preliminary. The initial number can change as employer reports arrive and seasonal factors are recalculated.
- Separate a level revision from a monthly change. A benchmark adjustment changes the estimated employment level at a reference date; it does not mean that many jobs were lost in one month.
- Allow for sampling uncertainty. A change that is not statistically significant is not proof that employment did not change; it means the survey estimate does not establish the change clearly under the stated conditions.
The BLS’s 2026 M09 Employment Situation FAQ gives about 122,000 as the approximate CES over-the-month change needed for statistical significance. For CPS, the BLS comparison guide gives about 650,000 for the employed-person count, while the CES FAQ reports about 676,000 for CPS. These are source-specific approximations under survey conditions, not universal cutoffs that divide “real” from “unreal” changes. See the Employment Situation FAQ and CES FAQ.
Independent reader supportYour contribution helps us test, update, and keep practical guides available for everyone.Which jobs number is more useful?
For monthly changes in nonfarm payroll employment, CES is more precise because its sample is much larger. It also provides industry, hours, and earnings detail. CPS is useful for understanding people’s employment status and the labor force, with demographic detail, and it covers workers such as the self-employed and agricultural workers omitted from CES. The right figure depends on the question: use payroll jobs to follow covered employers’ employment, and household measures to understand how many people are working or looking for work.
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