Here's the lowdown
U.S. private employers added 86,000 jobs in October, according to ADP, with service businesses accounting for 82,000 of the gain.
Professional services jobs, including many roles in accounting and tax preparation, fell by 27,000.
Small, medium, and large employers all added workers, while pay rose 3.0% for job stayers and 4.8% for job changers.
The private job market grew in October. Professional services jobs, including many accounting roles, moved the other way.
Here's the strange part: employers of every size added workers, yet the accounting-heavy category still shrank.
ADP counted 86,000 new private-sector jobs for the month. Professional and business services lost 27,000.
That split matters because the national number can look calm while one corner of the economy is cutting staff. Accounting and tax preparation sit inside the weak category.
ADP Chief Economist Nela Richardson said the sector has been soft throughout the year. She also said October's losses were deeper than what ADP saw in the third quarter.
One month does not make a trend. But it is a reason for firm leaders to look past the headline.
Most of the growth came from services
Service-providing businesses added 82,000 jobs in October. Goods-producing employers added just 4,000.
Trade, transportation, and utilities led the service side with 39,000 jobs. Education and health services added 28,000. Leisure and hospitality gained 19,000, while financial activities added 15,000.
The goods side was mixed. Construction added 13,000 jobs. Natural resources and mining lost 8,000, and manufacturing lost 1,000.
These figures show a labor market that is still expanding, but not in a straight line. Growth is concentrated in some industries while others pull back.
Professional and business services include accounting, tax preparation, consulting, legal work, staffing, and other office support. Weakness there can signal that companies are becoming careful about projects, outside help, or overhead.
Employers of every size added jobs
The decline was not simply a small-business story.
Small employers added 28,000 jobs, medium employers added 33,000, and large employers added 24,000.
That broad size distribution makes the professional-services loss more interesting. Companies were hiring at every size, but the industry mix determined where the gains landed.
For accounting firms, national firm-size data are a rough benchmark, not a hiring plan. A 25-person tax practice with a strong pipeline may need people even when its sector shrinks. A larger advisory firm facing delayed projects may choose to wait.
Pay still moved higher
ADP reported that annual pay rose 3.0% for people who stayed in their jobs and 4.8% for people who changed jobs.
Professional and business services posted 3.2% pay growth.
Workers who move are still getting a larger raise on average, but the gap is smaller than it was during the hottest labor-market periods.
That can create a strange moment for firms. Hiring may slow, but replacing a specialized tax, audit, or technology professional can still be expensive.
Pay data also say little about the exact skills firms need. An overall sector can lose jobs while demand remains high for a narrow specialty.
Technology may be changing the mix
Richardson said companies are adapting their business practices in anticipation of demographic shifts and new technology. She did not predict a quick change in the short term.
That is a careful way to describe a big question.
Companies may be delaying hiring while they decide what artificial intelligence can automate, what should be outsourced, and which roles need a redesign. Some may also be preparing for slower demand.
The report does not prove that AI caused the 27,000-job decline. It shows the result, not every employer's reason.
Accounting leaders should be equally careful. Cutting a position because software might help someday is different from measuring a workflow, redesigning it, and then deciding what work remains.
What firms should watch next
Monthly payroll estimates can move. Revisions and later reports will show whether October was a one-off drop or part of a longer slide.
Firm leaders can compare the national data with four local numbers: open roles, time to fill, departures, and revenue or backlog per employee.
If demand remains strong while hiring slows, capacity may become the problem. If backlog falls too, a cautious plan may make sense.
The useful signal is the mismatch. Private hiring grew, professional services contracted, and pay still rose. Those numbers describe a labor market that is cooling unevenly, not one that has simply stopped.
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