U.S. nonfarm payroll employment increased by 165,000 in October, while the unemployment rate changed little at 4.1 percent, the Bureau of Labor Statistics reported Friday. The headline figures come from two separate surveys: an employer survey used for payroll jobs and a household survey used for unemployment and labor-force measures. Reading them together gives a broader view than either number alone.
The payroll gain was stronger than the average monthly increase of 48,000 over the preceding 12 months. Professional and business services added 70,000 jobs, including gains in professional, scientific and technical services and in administrative support. Health care added 42,000, led by hospitals and home health care. Transportation and warehousing added 25,000, with most of that increase in couriers and messengers.
Manufacturing employment continued to trend higher, adding 19,000 in October, according to the preliminary estimate. Construction changed little, and BLS reported little monthly change in retail trade, information, financial activities, leisure and hospitality, government and several other major sectors. A flat reading for one industry is not necessarily a decline; it means the survey did not identify a statistically clear monthly movement.
The household survey counted about 7.1 million unemployed people. Labor-force participation was 61.9 percent and the employment-population ratio was 59.3 percent, both little changed. The number of people working part time for economic reasons rose by 339,000 to 4.8 million. Those workers wanted full-time employment but had reduced hours or could not find a full-time position, making this a useful measure of labor-market strain beyond unemployment.
Average hourly earnings for private nonfarm employees increased 14 cents, or 0.4 percent, to $38.00. The 12-month increase was 3.1 percent. That is a nominal wage measure, so it does not by itself show whether purchasing power improved; the comparison with consumer prices is necessary. October consumer-price data are scheduled for release on November 10, which will allow a more complete assessment of real wage change.
Earlier payroll estimates were revised upward. August's gain moved from 133,000 to 186,000, and September's increase moved from 29,000 to 60,000. Together, the two months were 84,000 higher than previously reported. Revisions are routine because more employers respond after the first estimate and seasonal factors are recalculated. The October figure is also preliminary and can change in the next two monthly reports.
Sampling uncertainty is another reason to avoid treating one estimate as exact. BLS says the approximate 90 percent confidence interval for a monthly payroll change is plus or minus 122,000. The reported gain exceeds that threshold, but the interval remains wide. Trends across several months, revisions and multiple indicators provide firmer evidence than a single headline number, especially when sectors move in different directions.
For New York businesses and households, the national report supplies context rather than a local employment count. State and metropolitan estimates follow on different schedules and can diverge from the national pattern. The October release nevertheless matters for interest-rate expectations, consumer demand and business planning. Growth concentrated in services, health care and delivery work can affect hiring conditions differently across occupations and regions.
The report describes continued job growth with mixed signals beneath it: payrolls rose, unemployment was stable, wages increased and prior months were revised upward, while involuntary part-time work also climbed. The next national milestones are October inflation data on November 10 and the November employment report on December 4. Those releases will show whether the latest improvement persists and how wage growth compares with prices.
Primary sources: U.S. Bureau of Labor Statistics Employment Situation for October 2026. Reviewed November 8, 2026. Development: October 2026 employment data released November 6, 2026.