The latest employment report from the Bureau of Labor Statistics once again highlights the persistent inconsistencies that appear when comparing government labor data with private payroll figures. According to the BLS, nonfarm payrolls fell by roughly 92,000 jobs in February, while the unemployment rate edged higher to 4.4%. Analysts had expected modest job growth, so the negative headline came as a surprise and suggests the labor market is beginning to show clearer signs of slowing.
What makes this report particularly interesting is how sharply it diverges from the private sector data released earlier in the week. The ADP National Employment Report estimated that private employers added about 63,000 jobs in February, an improvement from January’s extremely weak reading of roughly 11,000 jobs. While still far from robust growth, the ADP figures pointed to modest hiring rather than the contraction implied by the official report.
Looking deeper into the BLS data, the sector breakdown reveals that hiring was concentrated in only a handful of areas while several cyclically sensitive industries declined. Health care and social assistance continued to add jobs, along with government employment and portions of the education sector. Construction also managed small gains despite weather disruptions. However, manufacturing payrolls declined, retail employment fell, and professional and business services, which tend to weaken early in economic slowdowns, also posted losses. Leisure and hospitality hiring slowed sharply compared with the pace seen throughout 2024 and early 2025.
This gap between the two measures has been appearing more frequently in recent years and highlights the structural differences in how the data are compiled. ADP draws from actual payroll processing data covering millions of workers, whereas the BLS relies heavily on surveys and statistical adjustments, including the birth-death model used to estimate employment from new firms. These models can introduce significant volatility, and revisions months later often alter the original picture substantially.
The broader trend, however, is consistent across both reports. Job creation has slowed materially compared to the earlier post-pandemic period, and the labor market is gradually losing momentum. From a cyclical perspective, this aligns with the broader economic shift unfolding as we move deeper into the current phase of the business cycle. Employment tends to lag the economy, which means weakening payroll data often appears only after growth has already begun to cool beneath the surface.