Worth Knowing

70,000

Jobs added in professional and business services in October. Average monthly gain over the prior 12 months: 15,000.

White collar hiring picked up sharply in October, after a year of nearly flat demand

Professional and business services is the payroll category that holds consulting, accounting, law, engineering, scientific and technical work, corporate headquarters and staffing, so it is the closest thing the monthly jobs report has to a white collar demand gauge. In October it added 70,000 jobs, well above the average monthly gain of 15,000 over the prior 12 months, and it has now added 269,000 jobs since a recent low in October 2025. The gain was spread across professional, scientific and technical services, up 33,000, administrative and support services, up 28,000, and management of companies and enterprises, up 9,000. Total payrolls rose 165,000 against a 12 month average of 48,000, and the two previous months were revised up, August from 133,000 to 186,000 and September from 29,000 to 60,000.

What this means. One month is not a trend, but this is the first stretch in a year where the category that holds most senior professional roles has grown faster than its own recent average, and the upward revisions say the slowdown was shallower than it looked at the time. The practical read is that a search you paused in the summer is worth restarting now rather than in January, because the roles being approved today are the ones that get filled in the first quarter. Hold the other half of the same report next to it: the number of people working part time because they could not find full time work rose by 339,000 to 4.8 million, and the unemployment rate was 4.1 percent. Demand is improving at the top of the market and still thin underneath it, so target the level you want rather than taking the first thing that clears.

U.S. Bureau of Labor Statistics, The Employment Situation, October 2026 (USDL-26-1632), released November 6, 2026. Payroll figures are seasonally adjusted, and the two most recent months are revised in each release, so October's gain will itself be restated twice before it is final. Source

Refreshes December 4, 2026

43,994

Job cuts announced by U.S. employers in October, the lowest October total since 2023. October 2025: 153,074.

Announced layoffs fell to a three year low for the month, down 71 percent from last October

Challenger, Gray and Christmas counts job cuts that U.S. employers announce publicly and has published the tally monthly for decades. Employers announced 43,994 cuts in October, down 71 percent from the 153,074 announced in October 2025, and 617,189 for the year through October, down 44 percent from 1,099,500 in the same ten months of 2025. Market and economic conditions was the leading stated reason for the second month running, at 16,407 cuts or 37 percent of the total. The same report put announced hiring plans at 444,692 for October, up 57 percent from a year earlier, though that figure is seasonal retail and warehouse hiring and was led by a single record announcement.

What this means. If you are employed and have been sitting still because the news felt dangerous, the layoff risk behind that instinct is now measurably lower than it was a year ago, which changes the math on whether to start looking. If you are searching, read it the other way: fewer cuts means fewer people entering the market, not more openings, and the hiring number in this report is holiday work rather than career work. Treat the two together as the low fire, slow hire market, where the scarce thing is an approved position and the thing you can control is being known to the people who open one. Ask a hiring manager how long the role has been budgeted, because in this market a role that has been open a while is often stalled rather than unfilled.

Challenger, Gray and Christmas, The Challenger Report, October 2026, published November 5, 2026. The series counts cuts that employers announce publicly, not separations that have happened. Announcements are voluntary and skew toward large employers, so the level understates total job loss even when the direction is informative. Source

Monthly. Refreshes early December 2026

27.6%

Share of the unemployed out of work 27 weeks or more, October 2026. September: 27.1 percent.

More than one in four unemployed people have been searching longer than six months, and that share keeps rising

The Bureau of Labor Statistics counts anyone jobless for 27 weeks or more, just over six months, as long term unemployed. In October that group was 2.0 million people, or 27.6 percent of the 7.1 million unemployed, up from 27.1 percent in September. Half of all unemployed people had been out of work 11.9 weeks or less, while the average spell ran 27.1 weeks, a gap that tells you most searches end reasonably fast and a sizable minority run very long. The unemployment rate was 4.1 percent and the labor force participation rate was 61.9 percent.

What this means. The share of long searches is still growing even in a month when hiring improved, which means the market is sorting people into quick exits and very slow ones rather than slowing down for everyone. Elapsed time past six months is a feature of this market, not a verdict on you, and it is worth saying so plainly in interviews rather than apologizing for a gap. What separates the short searches from the long ones is usually not effort or credentials but whether someone inside the company already knows the candidate. If your search has passed the six month mark, shift your weekly hours away from applications and toward conversations with people who already do the work you want.

U.S. Bureau of Labor Statistics, The Employment Situation, October 2026 (USDL-26-1632), released November 6, 2026. Duration figures are from the household survey, which samples about 60,000 households and does not count people who have stopped looking. Source

Refreshes December 4, 2026

3.4M

People who quit a job in September, up about 321,000 over the month. Layoffs and discharges: 1.6 million, little changed.

Quits rose for the first time in months, and almost all of the increase was in restaurants and hotels

The Job Openings and Labor Turnover Survey is the monthly Bureau of Labor Statistics count of openings, hires and separations, and quits are the part workers control, so economists read them as a measure of how confident people feel about leaving. In September quits rose to 3.4 million, an increase of about 321,000 over the month and 375,000 over the year, while openings held at 7.5 million and layoffs and discharges held at 1.6 million. The increase was concentrated in accommodation and food services, up 197,000, which is most of the national move. The quits rate as a share of employment was little changed at 2.1 percent.

What this means. Read this as a floor rather than a green light. People are leaving jobs again, which means the market is no longer frozen, but the confidence showing up in the data belongs to hourly workers in hospitality, not to directors and senior professionals, so do not assume the ground under your own category has shifted. The useful consequence is indirect: when quits rise, employers backfill, and a backfilled role is faster to approve and faster to fill than a new one. Ask whether a role is a replacement or a new position, because the replacement is more likely to close this quarter.

U.S. Bureau of Labor Statistics, Job Openings and Labor Turnover Survey, September 2026 (USDL-26-1630), released November 3, 2026. JOLTS is an establishment sample survey and runs one month behind the payroll report. The rate was little changed even as the level rose, so part of the increase reflects a larger base of employment rather than a change in behavior. Source

Refreshes December 1, 2026

1,265

Job cuts in October that employers attributed to AI, the lowest monthly total this year. Year to date: 121,401.

Employers blamed AI for fewer cuts in October than in any other month this year

When an employer announces job cuts, Challenger, Gray and Christmas records the reason the employer gives, and artificial intelligence has been one of those stated reasons since 2023. In October, AI was cited for 1,265 cuts, the lowest monthly total of 2026, against 121,401 cuts attributed to AI so far this year. Market and economic conditions was the leading reason instead, at 16,407 cuts. For comparison, earlier in 2026 the monthly AI figure ran in the thousands, which is why one month at 1,265 stands out.

What this means. The volume of AI attributed cuts is noisy and employer controlled, so a single low month is not evidence that the pressure has passed. What it does undercut is the assumption that AI is the main thing moving hiring right now, because employers themselves are pointing at demand instead. In practice that means an interview answer built entirely around AI risk misreads the room, while one about what you did when budgets tightened lands. Treat your AI fluency as table stakes you mention briefly and your judgment about where to spend scarce resources as the thing you actually sell.

Challenger, Gray and Christmas, The Challenger Report, October 2026, published November 5, 2026. The firm codes the explanation an employer offers in a public announcement, so the series measures stated reasons rather than causes. Employers choose whether to name AI at all, and naming it is a communications decision as much as an operational one. Source

Monthly. Refreshes early December 2026

3.1%

Twelve-month rise in wages and salaries for private industry workers. Union workers: 4.3 percent. Nonunion workers: 3.0 percent.

Employers' wage costs rose 3.1 percent over the year, and that is the budget your raise comes out of

The Employment Cost Index is the Bureau of Labor Statistics measure of what employers pay for labor. It holds the mix of occupations and industries fixed, so a national shift toward better paid work does not show up as a raise. For the twelve months ending September 2026, wages and salaries for private industry workers rose 3.1 percent, total compensation rose 3.4 percent, and benefit costs rose 3.9 percent. Within private industry, union workers' wages rose 4.3 percent against 3.0 percent for nonunion workers. A year earlier, for the twelve months ending September 2025, private industry compensation had risen 3.5 percent.

What this means. This is the pool your merit increase is drawn from, so treat 3 to 3.5 percent as the middle of the road rather than a generous outcome, and say so plainly if you are offered less. Benefit costs are climbing faster than wages, which means part of what your employer spends on you never reaches your paycheck, so ask what the whole package costs before judging an offer on salary alone. Note what the index deliberately does not measure: because it holds the job mix constant, it tells you what employers pay for the same work, not what you would earn by moving into different work. If you want more than 3 percent, the lever is usually a change in scope, title or employer, not a better conversation about merit.

U.S. Bureau of Labor Statistics, Employment Cost Index, September 2026, released October 30, 2026. Twelve-month changes are not seasonally adjusted. The index holds the mix of occupations and industries fixed, so it measures the cost of the same work over time rather than what individual workers earn as they move between jobs. Source

Quarterly. Refreshes early 2027

42.5%

Share of recent college graduates in jobs that do not require a degree. Their unemployment rate: 5.2 percent.

Recent graduates are finding work faster, and more of that work sits below the degree

The Federal Reserve Bank of New York tracks the labor market for recent college graduates using Census Bureau survey data and updates it every quarter. For the third quarter of 2026 the bank reported that conditions improved but remained challenging. The unemployment rate for recent graduates fell to 5.2 percent, its lowest level in more than a year, while the underemployment rate ticked up to 42.5 percent. Underemployment counts graduates working in jobs that do not typically require a college degree, which is why the two numbers can move in opposite directions: more graduates are working, and a larger share of that work sits below the degree.

What this means. Early in a career, getting hired and getting hired at your level are two different problems, and the second is now the harder one. A first job below the degree is common enough to carry no stigma, but it does not advance on its own, so treat it as a base to move from inside 18 months rather than a start. Name the specific work you want to be doing next and take on pieces of it where you already are. Employers hiring at this level are not short of applicants, so what moves you up is evidence of the work itself, or a referral from someone already doing it.

Federal Reserve Bank of New York, The Labor Market for Recent College Graduates, 2026:Q3 quarterly highlights, read November 2, 2026. The page is updated quarterly, generally in February, May, August and November, and carries no separate release date. Figures are derived from Census Bureau survey data. Source

Quarterly. Refreshes February 2027