Unexpectedly strong January non-farm payrolls: what are the underlying questions?

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U.S. nonfarm payrolls data for January exceeded expectations across the board, but most institutions believe that with the annual benchmark revision revealing inflated employment figures last year and highly concentrated industry growth, the foundation for labor market recovery remains unsteady.

Galaxy Securities pointed out that January's employment growth remains highly concentrated in a few industries such as healthcare, with no improvement in structural characteristics, and the sustainability of prosperity remains to be seen. Huatai Securities maintains its judgment that the Fed will pause interest rate cuts before June, stating that although downside risks in the job market have eased, the sustainability of data improvement still needs further verification.

After the data release, market pricing for full-year rate cuts in 2026 narrowed by 8 basis points to 52 basis points, while yields on 2-year and 10-year U.S. Treasuries rose by 7 and 5 basis points, respectively. Analysts believe that the January data provides new evidence for the Fed to “hold steady,” but does not fundamentally change the policy path.

Employment growth concentrated in a few industries

Huatai Securities said that January’s job gains remained concentrated in a few sectors such as healthcare, retail, and construction, and the sustainability of this momentum remains to be seen. Guolian Minsheng Securities further pointed out that the breadth of employment recovery across industries is still insufficient; almost all new jobs in January came from healthcare and social assistance, a structural feature that may limit overall productivity recovery.

Specifically, in January the private sector added 172,000 nonfarm jobs—a new monthly high since 2025—but with highly uneven sector distribution. The service sector contributed 136,000 jobs, of which healthcare added 124,000 jobs, a substantial jump from the Q4 2024 monthly average of 52,000; retail saw limited growth, leisure and hospitality declined marginally by 44,000, and financial activities shrank by 21,000 jobs.

In goods-producing sectors, construction added 33,000 jobs, up 37,000 from the previous month, possibly supported by the marginal housing rebound and warmer weather in January; manufacturing saw slight growth, mining contracted slightly. In government, employment fell by 26,000 to -42,000 jobs, with federal and state/local governments down by 34,000 and 8,000 jobs, respectively.

Questions on data quality

Multiple institutions expressed reservations about the credibility of January's nonfarm data. This report also published the final benchmark revision for the 2025 enterprise survey, showing a downward revision of 862,000 jobs to the nonfarm payroll level as of March 2025; over the period from April 2024 to March 2025, monthly nonfarm payroll gains were revised down by 72,000 to 75,000.

Guolian Minsheng Securities pointed out that January nonfarm data has historically shown significant risk of seasonal overestimation, with initial figures in recent years typically revised down by more than 100,000, likely reflecting seasonal factors and data model biases.

Galaxy Securities further mentioned that the BLS introduced a new “business birth-death model” for the first time in this report which, while theoretically improving accuracy, may also cause short-term noise in January’s readings. The new model includes more current sample information, which could increase volatility in the already fluctuating January data.

Additionally, the BLS traditionally updates population controls in January each year based on Census Bureau projections, but due to the previous federal government shutdown, this adjustment has been postponed until the release of February’s report. This means January’s household survey employment data will still use the January 2025 monthly population estimate, so subsequent February data may not be strictly comparable.

Simultaneous improvement in wages and employment

January average hourly wages grew 0.4% month-over-month, 0.1 percentage points faster than in December, and held steady year-over-year at 3.7%. Galaxy Securities data shows that wage growth in the service sector rebounded 0.41 percentage points to 0.41% month-over-month, with education and healthcare accelerating significantly while information sector growth slowed; in goods-producing industries, wage growth slowed 0.03 percentage points to 0.29%, with only manufacturing posting a modest uptick.

As for unemployment, the rate fell 0.1 percentage points in January from the previous month to 4.3%, better than market expectations. Huatai Securities pointed out that with labor force participation rising, the declining unemployment rate aligns with stronger-than-expected initial and continuing claims data seen since January. Labor force participation exceeded expectations, rising by 0.1 percentage points to 62.5%, and average weekly hours also rose an unexpected 0.1 hour to 34.3 hours, indicating increased labor utilization.

Fed policy outlook

Despite January’s blowout nonfarm data, most institutions remain cautious about its sustainability and generally maintain that the Federal Reserve will pause rate cuts before June.

Huatai Securities indicated that although job market downside risks have declined and both January payroll and initial claims data improved overall, sustainability remains to be verified. They expect the Fed to stay on hold until June, with the possibility of 1–2 rate cuts after the new chair takes office, based on the situation.

Guolian Minsheng Securities believes that measured against economic data recovery and policy independence, Powell is likely to delay rate cuts in the short term. Further easing expectations will depend on whether the labor market softens, inflation pressures ease, and any policy statements from incoming Chair Waller.

Galaxy Securities also stated that with overall moderate inflation and questionable data sustainability, the Fed is very likely to remain on hold through the June meeting. Whether rate cuts will continue to boost the labor market still requires confirmation from future data.

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