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A free scan shows the junk files, broken settings and background clutter dragging Windows down - then fixes them in one click.Free scan · Windows 10 & 11The monthly U.S. jobs report combines two different surveys: one counts payroll jobs at employers, while the other counts employed people and determines the unemployment rate. The widely reported monthly “jobs added” figure is usually the seasonally adjusted change in nonfarm payroll employment from the establishment survey. It is an early estimate, not a final headcount, and can change as more reports arrive, seasonal factors are updated, and annual benchmark data are incorporated.
Two surveys answer different questions
The Bureau of Labor Statistics (BLS) publishes the Employment Situation using the Current Employment Statistics (CES) establishment survey and the Current Population Survey (CPS) household survey. They measure related parts of the labor market, but neither is a correction of the other. As the BLS puts it, “Both surveys are needed for a complete picture of the labor market.” See the BLS comparison guide.
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| Measure | What it counts | Common headline |
|---|---|---|
| CES establishment survey | Payroll jobs at nonfarm businesses and government agencies | Monthly change in nonfarm payroll jobs |
| CPS household survey | People age 16 and older in the civilian noninstitutional population, classified by labor-force status | Unemployment rate and number of employed people |
CES counts jobs
CES surveys individual worksites at businesses and government agencies. It estimates nonfarm payroll employment, hours, and earnings, with industry detail. A person with two covered jobs can be counted twice—once for each job. Workers are 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. Agricultural employment and most self-employment are outside the measure. The BLS explains CES coverage and timing in its CES FAQ.
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CPS surveys households and classifies each person age 16 or older in the civilian noninstitutional population as employed, unemployed, or not in the labor force. A person is counted once, even if they hold multiple jobs. The employed include people who worked for pay, were self-employed, worked at least 15 hours without pay in a family business, or were temporarily absent from a job. CPS also captures agricultural workers and other groups excluded from CES. BLS’s methods quick guide describes the household survey.
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The unemployment rate is the number of unemployed people divided by the labor force, which consists of employed and unemployed people. People generally qualify as unemployed when they are jobless, available for work, and actively searching. People on temporary layoff are counted as unemployed even if they are not actively searching.
Why the headline figures can diverge
A change in payroll jobs is not the same as a change in employed people: CES counts jobs, while CPS counts people. Their coverage differs, and their reference periods are not identical. CPS uses a calendar week, usually the week containing the 12th; CES uses the employer pay period that includes the 12th. As a result, the two figures can move differently in a given month without either being a simple error or a direct substitute for the other.
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Why the payroll estimate gets revised
The first CES estimate is preliminary. BLS revises it in each of the next two months as late employer reports arrive and seasonal adjustment factors are recalculated. After two successive revisions, when nearly all sample reports have arrived, BLS considers the estimate final for that sample-estimate cycle. That does not mean the historical series can never change again: seasonal recalculation and annual benchmarking can alter previously published figures.
BLS describes the reason for revisions this way: “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.
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Late reports and seasonal adjustment
Employment follows recurring patterns tied to holidays, weather, and school schedules. Seasonal adjustment helps make month-to-month changes easier to interpret by removing those regular patterns. CES uses concurrent adjustment: as current data arrive, BLS recalculates seasonal factors. The latest three monthly CES estimates use the new factors, so the prior two months are routinely revised. An annual seasonal recalculation can revise as much as five years of seasonally adjusted history.
Annual benchmark revisions
Once a year, BLS benchmarks CES employment to near-complete administrative employment counts, principally employer unemployment-insurance records tabulated through the Quarterly Census of Employment and Wages (QCEW). The March benchmark replaces the sample-based employment level for that month, and BLS adjusts the intervening estimates to align the series. Administrative records improve the employment-level benchmark, but they are not a perfect measure of every survey error; both administrative records and survey estimates can contain error. BLS explains the process in its CES benchmark article.
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For example, the February 2026 benchmark revision lowered the March 2025 total nonfarm employment level by 861,000. That was an adjustment to the benchmark-month level—not a loss of 861,000 jobs in one month, and not a typical revision size.
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New businesses take time to appear on the survey sampling frame, and businesses that close also need to be accounted for. CES estimates the net employment effect using an econometric model informed by historical QCEW data. BLS adds new businesses to the survey twice a year. The model addresses the timing gap, but because it is a model, it adds uncertainty to the estimate. The method is covered in the CES technical note.
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How to read a monthly jobs release
- Identify the measure. “Payroll jobs” or “nonfarm payrolls” refers to CES; the unemployment rate and employed-person count come from CPS.
- Check the adjustment basis. The familiar month-to-month headline change is generally seasonally adjusted. Do not compare an adjusted figure with an unadjusted one as though they were equivalent.
- Note the estimate’s status. The newest CES month is preliminary and may change as employer reports arrive and seasonal factors are recalculated.
- Separate level revisions from monthly changes. A benchmark adjustment changes the estimated employment level for a reference month; it is not itself a one-month gain or loss.
- Keep sampling uncertainty in view. BLS’s 2026 M09 Employment Situation FAQ gives an approximate 122,000 CES over-the-month change needed for statistical significance under its stated survey conditions. For CPS, the comparison guide gives an approximate 650,000 employed-person threshold, while the CES FAQ reports about 676,000. These are source-specific statistical-significance estimates, not universal cutoffs between “real” and “not real” changes.
CES’s larger sample makes it more precise for monthly changes in nonfarm payroll employment. CPS provides a broader view of people and labor-force status, including demographic detail. BLS’s current methods quick guide puts the CPS monthly sample at about 60,000 households.
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