The January 2026 Employment Situation report has been widely cited to suggest improving labor-market conditions across demographic groups. But a close reading of the only place where race × sex unemployment is fully disaggregated suggests that the reported drop in Black women’s unemployment is statistical noise at best and a reporting artifact at worst , not evidence of real labor-market improvement. Below is why the headline interpretation does not hold up. 1. The “Improvement” Exists Only After Seasonal Adjustment The apparent month-to-month decline for Black women appears only in the seasonally adjusted data series . The not seasonally adjusted data—the raw survey data—do not show a clean or convincing improvement. This matters because: Seasonal factors for small demographic subgroups are volatile and frequently revised. Seasonal adjustment is calibrated to historical patterns that do not reliably fit Black women’s labor-market dynamics , which are more sensitive to sector...
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