Nicolas Petrosky-Nadeau

Insights

Economic Notes, Data Visualizations, and FRBSF Economic Letters

Economic Notes

Brief insights on the economy with key charts

Stacked bar chart showing monthly payroll employment growth by industry sector from 2023 H1 through March 2026. Red bars (education and health) and pink bars (leisure and hospitality) dominate recent periods, while most other sectors show near-zero or negative contributions. Black diamond markers show net totals.

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

Line chart comparing women's labor force participation rate ages 25-54 in the United States (salmon) and Canada (dark navy) from 1988 to 2026. Both start near 72% in 1988. Canada rises steadily to 85% while the US stalls after 2000. Annotations show the gap widened to 8.0 percentage points by 2018 and has since narrowed to 6.6 pp as the US reached a record 78.5%.

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.

Economic Post · May 2, 2026 · Download Data (CSV)

Beveridge curve showing job vacancy rate vs unemployment rate from March 2022 to February 2026

Fourteen Months in Place

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.

Economic Post · April 17, 2026 · Download Data (CSV)

Chart showing monthly payroll employment compared to break-even employment with fixed and variable labor force participation from 2022 to 2026

The Benchmark Moved

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

FRBSF Economic Letter 2026-02, January 2026

What's Driving Labor Force Participation Among Women?

Sabrina Considine, Brandon Miskanic, Deepika Prabhakar, Nicolas Petrosky-Nadeau

FRBSF Economic Letter 2025-04, February 2025

Breakeven Employment Growth

Nicolas Petrosky-Nadeau, Stephanie A. Stewart

FRBSF Economic Letter 2024-18, July 2024

To Retire or Keep Working after a Pandemic?

Brandon Miskanic, Nicolas Petrosky-Nadeau, Cindy Zhao

FRBSF Economic Letter 2024-08, March 2024

Reducing Inflation along a Nonlinear Phillips Curve

Erin E. Crust, K. Lansing, Nicolas Petrosky-Nadeau

FRBSF Economic Letter 2023-17, July 2023

Finding a Soft Landing along the Beveridge Curve

Brandyn Bok, Nicolas Petrosky-Nadeau, Robert G. Valletta, Mary Yilma

FRBSF Economic Letter 2022-24, August 2022

Estimating Natural Rates of Unemployment

Brandyn Bok, Nicolas Petrosky-Nadeau

FRBSF Economic Letter 2022-14, May 2022

Unemployment Insurance Withdrawal

Nicolas Petrosky-Nadeau, Robert G. Valletta

FRBSF Economic Letter 2022-09, April 2022

Parental Participation in a Pandemic Labor Market

Olivia Lofton, Nicolas Petrosky-Nadeau, Lily Seitelman

FRBSF Economic Letter 2021-10, April 2021

Contrasting U.S. and European Job Markets during COVID-19

J.-B. Eméout, Nicolas Petrosky-Nadeau, R. Santaeulàlia-Llopis, E. Wasmer

FRBSF Economic Letter 2021-05, February 2021

Did the $600 Unemployment Supplement Discourage Work?

Nicolas Petrosky-Nadeau, Robert G. Valletta

FRBSF Economic Letter 2020-28, September 2020

An Unemployment Crisis after the Onset of COVID-19

Nicolas Petrosky-Nadeau, Robert G. Valletta

FRBSF Economic Letter 2020-12, May 2020

Unemployment: Lower for Longer?

Nicolas Petrosky-Nadeau, Robert G. Valletta

FRBSF Economic Letter 2019-21, August 2019

Why aren't U.S. workers working?

M. Daly, J. Pedtke, Nicolas Petrosky-Nadeau, A. Schweinert

FRBSF Economic Letter 2018-24, November 2018

Job-to-job transitions in an evolving US labor market

C. Bosler, Nicolas Petrosky-Nadeau

FRBSF Economic Letter 2016-34, November 2016

Changes in Labor Participation across the Household Income

R. Hall, Nicolas Petrosky-Nadeau

FRBSF Economic Letter 2016-02, February 2016