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Context Matters.

451,000 Women Have Left the Labor Force This Year. Men Haven’t.

By Leena Alridge

October 5, 2026 · 4 min read

September’s weak jobs report looks different when separated by gender. Hundreds of thousands fewer women are participating in the labor market than at the beginning of 2026, while the number of men has barely changed.

The headline number hides two different labor markets

The U.S. economy added just 29,000 jobs in September, extending a year in which employers have been hiring slowly without resorting to widespread layoffs. The unemployment rate edged up to 4.2%, while revisions erased another 60,000 jobs from previously reported July and August totals. But underneath those national numbers is a gender divide that is considerably harder to see. An analysis of Bureau of Labor Statistics data by the National Women’s Law Center found 451,000 fewer women age 20 and older in the labor force in September than in January. Over the same period, the number of men in the labor force increased by 13,000. The comparison does not mean 451,000 women were laid off. It means they are no longer counted among people who are either working or actively looking for work, a different measure that can reveal economic pressure long before it appears in the headline unemployment rate.

That distinction changes how September’s report looks. The unemployment rate for adult women was 3.6%, compared with 3.9% for adult men, numbers that by themselves suggest women are doing slightly better. But unemployment only counts people who remain in the labor force and are actively looking for work. Once someone stops searching, that person disappears from the unemployment calculation altogether. BLS data show the labor-force participation rate for women 20 and older at 56.4% in September, compared with 68.7% for men. Participation has historically been lower among women, but the movement since the beginning of this year suggests the current slowdown is not being experienced evenly.

Black women are seeing another warning sign

The divergence becomes sharper when race is added to the picture. Black women’s unemployment increased from 5.6% in August to 6.8% in September, according to the National Women’s Law Center’s analysis of BLS data. Over the same month, unemployment among white men fell from 3.7% to 3.5%. BLS reported that unemployment among Black workers overall climbed to 7.0%, while the national unemployment rate remained 4.2%. Monthly demographic estimates can be volatile and should not be treated as a permanent trend from a single report, but the movement comes alongside a labor market already producing relatively few new openings. For workers encountering that slowdown from different starting points, a low-hire economy can create very different outcomes.

Government employment offers one example of how the composition of job losses can shape those outcomes. According to NWLC’s analysis, government employment declined by 17,000 jobs in September; women accounted for 11,000 of those losses and men for 6,000. Women make up 58.6% of the government workforce, leaving them more exposed when public-sector employment contracts. The same principle applies across an economy in which women and men remain concentrated differently across industries. Health care continued adding jobs in September, although at a slower pace, while financial activities lost 7,000 positions and employment across most other major industries barely moved. When overall hiring is this narrow, which sectors are expanding becomes almost as consequential as the national jobs total itself.

August showed why one month can mislead

The September numbers also complicate one of the most striking labor-market stories from August. Initial data indicated that women accounted for approximately 158,000 of the 162,000 jobs added that month, while men gained only about 4,000. That produced an extraordinary headline: women had captured roughly 98% of the month’s net employment growth. But BLS has since revised the overall August gain down to 133,000, and September produced only 29,000 additional jobs. The longer view is even more revealing. Payroll employment has increased by an average of only 45,000 jobs per month during the past 12 months, according to BLS. A single strong month for women therefore sits inside a much weaker employment environment in which hundreds of thousands fewer women are participating than at the beginning of the year.

There are several possible reasons women leave the labor force, and the monthly jobs report cannot tell us which one explains the current decline. People retire, return to school, take on caregiving responsibilities, become unable to work or simply stop searching after failing to find an acceptable position. Childcare costs, workplace flexibility and the industries in which women are concentrated can also influence participation, but September’s BLS data do not establish any of those factors as the cause of this year’s gender divergence. What the numbers establish is narrower and more concrete: compared with January, the female labor force has contracted substantially while the male labor force has remained roughly flat. That is occurring while employers are adding relatively few jobs and 1.9 million Americans have already been unemployed for 27 weeks or longer.

A labor market can weaken without mass layoffs

That is why the gender numbers belong inside the broader story SSC has been tracking about a labor market becoming harder to enter. The economy does not need hundreds of thousands of layoffs each month to become more difficult for workers. Employers can simply hire less, leave positions unfilled and become more selective about the people they bring in. September’s 29,000-job gain is evidence of how little new employment the economy is currently generating. The gender data show another part of that process: some workers eventually stop appearing among the people searching for those increasingly scarce openings. 451,000 fewer women in the labor force since January does not tell us exactly why they left. It tells us where to look next.