October's jobs report arrived on Nov. 6, and it beat forecasts1. Employers added 165,000 positions. The unemployment rate fell to 4.1 percent.
The same week, Challenger, Gray & Christmas counted October's layoffs3. Employers cut 43,994 jobs, the lowest October total in three years. Both reports tell one story for most of the economy. They tell a different story for the jobs artificial intelligence reaches first.
That split is the real story here. Recruiters built hiring plans this year around a freeze that touched every office job. October's numbers ask them to narrow that picture to two industries instead.
Where the freeze held
Two industries missed the rebound2. Information jobs fell to 2.734 million in October, from 2.853 million a year before. Financial jobs slid to 9.085 million in October, from 9.184 million a year before.
Professional Services Gains 269,000 Jobs as Information Sheds 119,000
U.S. employment by industry, in millions, Bureau of Labor Statistics, October 2025 against October 2026
Each row is one industry: the blue dot is October 2025's employment, the magenta dot is October 2026's, and the rod is the change between them.
BLS revises recent months as more data arrives, so these figures reflect November's release, a change from the numbers first published this year.
Source: U.S. Bureau of Labor Statistics [2]. Chart by Ryan Elliott Dennis.
The numbers behind this chart
| Item | October 2025 | October 2026 |
|---|---|---|
| Professional & business services | 22.335 million | 22.604 million |
| Information | 2.853 million | 2.734 million |
| Financial activities | 9.184 million | 9.085 million |
Michael Pearce, chief U.S. economist at Oxford Economics, read the split the same way4. "The most AI-exposed sectors, information and finance, continued to struggle and have shed jobs on a trend basis," Pearce wrote. Professional and business services sat on the other side of that split.
"Trend basis" means Pearce looked past any single month's wiggle. Both sectors ticked up slightly in October. Each still sits below where it started the year.
One AI-adjacent job skipped the rebound. Computer systems design, the detailed category closest to software work, still sat 25,600 jobs below its year-ago level in October2. That detail blurs a clean split between sectors.
The case that hiring is thawing
Recruiters read October differently5. Professional and business services added 70,000 jobs, the sector's best month of the year14. The sector employed 22.604 million people in October, up from 22.335 million a year before2. Gains spread across temporary help, management consulting and technical consulting.
Bill Driscoll works for Robert Half, a staffing and consulting firm5. He watched companies change their mind about replacing people with AI tools. "Where companies thought they might be able to replace folks with AI. Now, increasingly, they're wanting folks that can interact with AI and provide judgment [and] communication insights," Driscoll said.
Challenger's own count agrees3. AI-cited layoffs fell to 1,265 in October, the smallest monthly total of 2026, down from 14,029 in June. The monthly count ran 10,970 in July, then 3,462 in August and 3,961 in September.
"This is a low-fire environment. Employers are holding on to workers they have heading into the holidays, and the hiring they are announcing is largely short-term, seasonal work," said Andy Challenger, the firm's chief revenue officer.
AI-Cited Layoffs Fall From 14,029 in June to 1,265 in October
U.S. job cuts citing artificial intelligence by month, Challenger, Gray & Christmas, June to October 2026
Each column is one month's AI-cited layoffs; the bars drop every month after June, and October is the lowest of the year.
Source: Challenger, Gray & Christmas [3]. Chart by Ryan Elliott Dennis.
The numbers behind this chart
| Item | Value |
|---|---|
| June | 14,029 |
| July | 10,970 |
| Aug. | 3,462 |
| Sept. | 3,961 |
| Oct. | 1,265 |
Challenger tracks why companies give for each cut, too3. Market and economic conditions passed AI as October's top reason, cited in 16,407 cuts. "The reasons employers give have shifted from technology to the economy. AI dominated layoff announcements through spring and summer, but this fall companies are pointing to demand and economic conditions," the firm said.
One sector, two counts
Two counts disagree on which sector did the hiring. ADP, the payroll processor, published its own October survey two days before the government's6. By ADP's count, professional and business services lost 27,000 jobs, the third straight monthly drop.
That is the opposite of the government's 70,000-job gain in the same sector and month16. Nela Richardson, ADP's chief economist, pointed to pay instead of headcount for an answer. "Employers of all sizes were hiring last month, and our data suggests that job-changers were lured by a combination of bonuses, overtime, and more hours in addition to higher base pay," Richardson said.
The two surveys measure two different sets of employers, so a recruiter who reads only the headline risks reading the wrong one16.
What young job seekers still face
The freeze question lands hardest on new graduates7. New York Fed economists track their job market every quarter. Its data through the third quarter puts their unemployment rate at 5.2 percent. That is the lowest reading in more than a year.
The same data complicates the good news7. Underemployment, the share of graduates working jobs beneath their degree, rose to 42.5 percent. More graduates found work. Fewer of them found work that matched their degree.
Recent graduates often start inside professional services, October's fastest-growing sector, so whether that growth reaches them first is an open question17. It might settle instead on workers already employed there.
What to do
Track your own hires by sector before you trust a national average. If you hire into information or finance, check each new opening. Does it backfill a departure, or add headcount? That single count tells you more than any report.
If you work in professional services, ask how your team splits work with AI tools. Companies hiring there want people who can direct AI and judge its output, Driscoll's numbers suggest. Build that skill now, and name it plainly on your next job search or your next job posting.
By the numbers
- 70,000: professional and business services added this many jobs in October, 2026's best month for the sector1.
- 119,000: information-industry jobs fell by this much from October 2025 to October 20262.
- 99,000: financial-activities jobs dropped by this much over the same year2.
- 1,265: Challenger tied this many October cuts to artificial intelligence, down from 14,029 in June3.
- 25,600: computer systems design jobs sat below their year-ago level by this much, even after October's small gain2.
- 5.2 percent: recent college graduates' unemployment rate in the third quarter of 2026, the lowest reading in more than a year7.
- 27,000: ADP counted this many professional and business services jobs lost in October, the opposite of the government's count6.
- 42.5 percent: those same graduates' underemployment rate, up even as unemployment fell7.
What to watch
Watch November's jobs report, due Dec. 4, for whether information and finance keep losing ground1. A second straight month under 2,000 AI-cited cuts would show a real thaw, beyond one month's data. Computer systems design reversing its slide would settle whether software work escaped the freeze or only delayed it.
Sources
- U.S. Bureau of Labor Statistics, "Employment Situation Summary — October 2026," Nov. 6, 2026, https://www.bls.gov/news.release/empsit.nr0.htm
- U.S. Bureau of Labor Statistics, "Table B-1. Employees on Nonfarm Payrolls by Industry Sector and Selected Industry Detail," Nov. 6, 2026, https://www.bls.gov/news.release/empsit.t17.htm
- Challenger, Gray & Christmas, "October Layoffs at Three-Year Low; Seasonal Hiring Plans Up 26%," Nov. 5, 2026, https://www.challengergray.com/blog/october-layoffs-at-three-year-low-seasonal-hiring-plans-up-26/
- Dan Burns, "Four Things to Note From Friday's US Jobs Report," Reuters, Nov. 6, 2026, https://finance.yahoo.com/news/four-things-note-fridays-us-192147108.html
- Elizabeth Trovall, "Latest Jobs Report Shows a White-Collar Hiring Turnaround," Marketplace, Nov. 6, 2026, https://www.marketplace.org/story/2026/11/06/latest-jobs-report-shows-a-whitecollar-hiring-turnaround
- ADP Research, "ADP National Employment Report: Private-Sector Employment Increased by 86,000 Jobs in October," ADP, Nov. 4, 2026, https://mediacenter.adp.com/2026-11-04-ADP-National-Employment-Report-Private-Sector-Employment-Increased-by-86,000-Jobs-in-October
- Federal Reserve Bank of New York, "The Labor Market for Recent College Graduates," Nov. 6, 2026, https://www.newyorkfed.org/research/college-labor-market
