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Economic Notes
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One Sector Carries the Labor Market
2026's first three months of payroll data come on the heels of concerns that job gains have been driven by a single sector in recent years. While headlines focus on overall numbers, the underlying pattern shows education and health services essentially carrying the entire labor market. Most other major sectors are either contracting or stagnant.
May 2026 · Economic Note 2026-01
2026's first three months of payroll data come on the heels of concerns that job gains have been driven by a single sector in recent years. While headlines focus on overall numbers, the underlying pattern shows education and health services essentially carrying the entire labor market. Most other major sectors are either contracting or stagnant.
What comes next depends on whether other sectors stabilize and resume hiring, and whether education and health services can continue shouldering the entire burden of job creation. March's data offer some hope: several sectors that contracted in February are back to growth. But until job growth broadens convincingly beyond education and health services, the labor market feels uncomfortably balanced on a narrow base.
From Broad-Based to Narrow
Industry-level employment data from the Bureau of Labor Statistics show how the breadth of job growth has narrowed since the robust gains of 2023. Payroll gains averaged 256,000 per month in the first half of that year, with broad contributions across multiple sectors. By late 2025, that growth had disappeared—the second half saw average net monthly losses of 16,000 jobs as sectors shed workers simultaneously.
Volatility Masks the Trends
Early 2026 shows large swings that cloud our view of underlying trends in sectoral job growth. January's 156,000 gain collapsed to a 125,000 loss in February before rebounding to 168,000 in March. This illustrates the challenge of reading the labor market with each incoming data release.
Yet across these three months, education and health services combined with leisure and hospitality accounted for the vast majority of job creation, continuing the overall pattern of previous years. Finance and information posted consecutive losses, while transportation and warehousing swung from +26,000 in January to -37,000 in February to +21,000 in March. It is too soon to tell what trends are taking hold in 2026.
The Sustainability Question
One question going forward is whether an economy can sustain expansion when job creation concentrates so heavily in one sector while others stagnate. History isn't all that reassuring—broad-based employment growth typically characterizes healthy expansions.
Nicolas Petrosky-Nadeau
Data: Bureau of Labor Statistics, Current Employment Statistics (seasonally adjusted). Chart shows six-month averages (2023–2025) and monthly values (2026) for eight industry groups.
Started Together, Diverged, Now Narrowing
In 1988, women's labor force participation in the US and Canada was nearly identical — both around 72%.
Then the paths split. Canada kept climbing. The US peaked around 2000 and stalled for two decades. By 2018, the gap had widened to 8 percentage points. But look at the salmon line recently — US women's participation has surged to a record 78.5%, narrowing the gap to 6.6 pp.
Fourteen months. That's how long the labor market has been stuck at the same point on the Beveridge curve.
Coming out of the pandemic the story was a steep favorable tradeoff—vacancies falling along the steep portion of the curve with little change in unemployment. The yellow dots show what happened next: nothing. Since January 2025, we've hovered at 4% unemployment and 3.5-4% vacancies month after month.
The descent stopped. Now we wait to see which direction it breaks in 2026.
Recent job growth averaging around 20k per month looks soft. But is it?
Timely analysis by Dallas and San Francisco Fed economists shows break-even employment—the job growth needed to keep unemployment stable—peaked at 250k monthly in 2023, fell to 10k by mid-2025, and to near zero by year-end.
The reason: Net outflows of unauthorized immigrants averaging -55k per month combined with declining labor force participation. What this means: The benchmark moved. Payroll gains that would have signaled economic slack just two years ago are now consistent with a balanced labor market.
Economic Post · April 15, 2026
Labor Market Insights Videos
Animated data visualizations exploring labor markets
Trends in Women’s LFPR — Canada and the US
Women’s labor force participation in the US and Canada tracked closely until 2000, then diverged sharply. Post-pandemic, the US has surged to a record 78.5%, narrowing the gap from 8.0 to 6.6 percentage points.
May 2, 2026 · Labor Market Insights
FRBSF Economic Letters
The Recent Slowdown in Labor Demand and Supply
Leila Bengali, Ingrid Chen, Addie New-Schmidt, Nicolas Petrosky-Nadeau
The pace of job growth cooled through mid-2025, while the unemployment rate rose relatively little. This seeming puzzle is explained by an even stepdown of labor supply and demand, meaning slowing labor force growth coincided with a slowdown in job growth. The recent decline in job growth is broad based across industries, suggesting a widespread softening of labor demand. For the labor force, recent declines are driven by changes in immigration flows and declining labor force participation. Together, these factors may signal some underlying fragility in the labor market.
What's Driving Labor Force Participation Among Women?
Sabrina Considine, Brandon Miskanic, Deepika Prabhakar, Nicolas Petrosky-Nadeau
A substantial and unexpected rise in women's labor force participation rates over the past few years has been a key factor spurring rapid labor force growth. In particular, Hispanic women have made a disproportionately large contribution to post-pandemic growth in prime-age women's participation rates. Analysis shows that this group's increase was driven by both a rise in labor market participation over the life cycle within generational cohorts and notably higher participation rates among younger generations than older generations' participation when they were the same age.
Employment growth has consistently come in above pre-pandemic estimates of the rate needed for unemployment to stay near its long-run natural rate. Even so, unemployment has held steady, which raises the question of whether the "breakeven" employment growth rate has changed. In the short-run, recent surges in immigration and labor force participation have caused the current breakeven employment growth rate to rise as high as 230,000 jobs per month. However, the long-run breakeven employment growth rate appears unchanged, ranging around 70,000 to 90,000 jobs per month.
To Retire or Keep Working after a Pandemic?
Brandon Miskanic, Nicolas Petrosky-Nadeau, Cindy Zhao
Workers age 55 and older left the labor force in large numbers following the onset of the COVID-19 pandemic. Four years later, participation within this age group has yet to return to pre-pandemic levels, despite the strongest labor market in decades. This has resulted in an estimated shortfall of nearly 2 million workers. Analysis shows that the participation shortfall is concentrated among workers in this age group without a college degree and can be explained by increased and growing retirement rates for this group, above pre-pandemic trends.
Reducing Inflation along a Nonlinear Phillips Curve
Erin E. Crust, K. Lansing, Nicolas Petrosky-Nadeau
Inflation has climbed since 2021, as the labor market has tightened. Two historical data relationships can account for elevated inflation over the past two years: the Beveridge curve, which relates job vacancies and unemployment rates over the business cycle, and a nonlinear version of the Phillips curve, which links inflation to labor market slack. Combining estimates of the two curves implies that inflation can fall in conjunction with a "soft landing" for the economy if labor market easing is achieved mainly by reducing job vacancies rather than increasing unemployment.
Finding a Soft Landing along the Beveridge Curve
Brandyn Bok, Nicolas Petrosky-Nadeau, Robert G. Valletta, Mary Yilma
As U.S. economic growth slows this year, a key question is whether job openings can fall from historical highs without a substantial rise in unemployment. Analyzing the current Beveridge curve relationship between unemployment and job openings presents a meaningful possibility that labor market pressures can ease and achieve a "soft landing" with only a limited increase in unemployment. This view is supported by high rates of job matching in the U.S. labor market in 2022, despite ongoing employment reallocation across industries.
Before the pandemic, the U.S. unemployment rate reached a historic low that was close to estimates of its underlying longer-run value and the short-run level associated with an absence of inflationary pressures. After two turbulent years, unemployment has returned to its pre-pandemic low, and the estimated underlying longer-run unemployment rate appears largely unchanged. However, economic disruptions appear to have pushed up the short-run noninflationary rate substantially, as high as 6%. Examining these different measures of the natural rate of unemployment can provide useful insights for policymakers.
Unemployment insurance benefits were expanded substantially to help overcome the pandemic labor market shock in early 2020. However, improved labor market conditions in early 2021 prompted many states to withdraw from the enhanced unemployment benefits programs several months before the federal program was scheduled to end in early September. A comparison of states that ended enhanced benefits early with those that maintained them suggests that the withdrawal is associated with a small pickup in employer hiring, consistent with prior studies that found the unemployment benefit expansions had modest effects.
Parental Participation in a Pandemic Labor Market
Olivia Lofton, Nicolas Petrosky-Nadeau, Lily Seitelman
Gender gaps in labor market outcomes during the pandemic largely reflect differences in parents' experiences. Labor force participation fell much less for fathers compared with other men and all women at the onset of the pandemic; the recovery has been more pronounced for men and women without children. Meanwhile, labor force participation among mothers declined with the start of the school year. Evidence suggests flexibility in setting work schedules can offset some of the adverse impact on mothers' employment, while the ability to work from home does not.
Contrasting U.S. and European Job Markets during COVID-19
J.-B. Eméout, Nicolas Petrosky-Nadeau, R. Santaeulàlia-Llopis, E. Wasmer
The onset of the COVID-19 pandemic and the unprecedented slowing of economic activity that followed caused severe disruptions to labor markets around the globe. In contrast to the United States, European Union countries funded short-time work programs to maintain jobs during a period of lockdown that was expected to be transitory. This succeeded in avoiding sharp increases in unemployment early in the recession. However, if the pandemic leads to a permanent reallocation of economic activity, short-time work programs may slow the process of workers moving from shrinking to growing sectors of the economy.
Did the $600 Unemployment Supplement Discourage Work?
People receiving unemployment insurance benefits during the COVID-19 recession were entitled to $600 of additional payments per week through July. This large increase in benefit payments raised a concern that recipients would delay returning to work. However, analysis suggests that the available aid would not outweigh the value of a longer-term stable income in workers' decisions to accept job offers. Evidence from recent labor market outcomes confirms that the supplemental payments had little or no adverse effect on job search.
An Unemployment Crisis after the Onset of COVID-19
The COVID-19 pandemic has upended the U.S. labor market, with massive job losses and a spike in unemployment to its highest level since the Great Depression. How long unemployment will remain at crisis levels is highly uncertain and will depend on the speed and success of coronavirus containment measures. Historical patterns of monthly flows in and out of unemployment, adjusted for unique aspects of the coronavirus economy, can help in assessing potential paths of unemployment. Unless hiring rises to unprecedented levels, unemployment could remain severely elevated well into next year.
Unemployment is running near its 50-year low, but inflation has not picked up as expected. This suggests that the unemployment rate consistent with stable inflation has fallen. Combining a conventional Phillips curve tradeoff between unemployment and inflation with a noninflationary unemployment rate that can change over time shows that estimates of this unemployment threshold have declined toward 4% in recent years. One possible reason for this decline is improvements in how job matches are made, reflected in unusually favorable job-finding rates for disadvantaged groups.
Why aren't U.S. workers working?
M. Daly, J. Pedtke, Nicolas Petrosky-Nadeau, A. Schweinert
Labor force participation among U.S. men and women ages 25 to 54 has been declining for nearly 20 years, a stark contrast with rising participation in Canada over this period. Three-fourths of the difference between the two countries can be explained by the growing gap in labor force attachment of women. A key factor is the extensive parental leave policies in Canada. If the United States could reverse the trend in participation of prime-age women to match Canada, it would see 5 million additional prime-age workers join the labor force.
Job-to-job transitions in an evolving US labor market
Job mobility in the United States has been slowing for almost two decades. The most prominent measure of mobility is direct transitions from one job to another. This measure has declined substantially among young workers ages 16 to 24 since the late 1990s, which helps explain the majority of the overall decline in job-to-job transition rates. However, for workers ages 25 and older, the labor market is essentially as dynamic today as it was 20 years ago.
Changes in Labor Participation across the Household Income
The percentage of people active in the labor force has dropped substantially over the past 15 years. Part of this decline appears to be the result of secular factors like the aging of the workforce. However, the participation rate among people in their prime working years—ages 25 to 54—has also fallen. Recent research suggests this decline among prime-age workers can be attributed in large part to lower participation from among the higher-income half of U.S. households.