Nonfarm Payrolls

Nonfarm payrolls are the total number of employees on business payrolls, excluding farm workers, private household workers, and the self-employed. The monthly change in nonfarm payrolls, released by the Bureau of Labor Statistics on the first Friday of each month, is the most closely watched labor market statistic and a major driver of financial market movements.

Why it matters

Nonfarm payroll growth is the single most important labor market statistic because:

1. It is timely. Released early in the month with minimal lag.
2. It is reliable. Based on a large sample of actual payroll data, not surveys about intentions.
3. It is indicative of business cycle strength. Strong payroll growth signals economic expansion; weak growth or negative payrolls signal weakness or recession.
4. It affects monetary policy. The Federal Reserve uses payroll growth to gauge labor market health and guide rate decisions.
5. It moves markets. Stock, bond, and currency markets move sharply on payroll surprises.

The establishment survey methodology

Nonfarm payrolls come from the “Establishment Survey,” which surveys business payroll departments:

• Sample: ~150,000 business establishments.
• Coverage: 80% of nonfarm employment.
• Actual data: Based on real payroll records, not worker surveys.
• Lags: Two months of revisions; initial estimate is often notably wrong.

This differs from the “Household Survey,” which asks individuals if they are employed. The household survey has higher unemployment because it includes farm and household workers. Discrepancies between the two surveys are common and worth investigating.

Payroll growth across the business cycle

Expansion:

• 200-250k jobs added monthly.
• All sectors gaining jobs.
• Wages accelerating.

Peak/early slowdown:

• 100-150k jobs added.
• Job growth moderating.

Recession:

• Large negative numbers or small additions.
• 2020 COVID shock: -20.8 million jobs in April 2020.
• 2008-09 Great Recession: ~8 million jobs lost over 2 years.

Recovery:

• Rapid rehiring, often 500k+ per month during pandemic recovery.
• Growth moderates as labor market tightens.

Revisions and surprises

The initial payroll number is often revised substantially in the following two months. Examples:

• April 2023: Reported +175k, revised down to +17k — a 158k miss. Signaled weak labor market.
• March 2023: Reported +236k, revised to +390k — upward revision, signaling strength.

Large revisions are the norm, which is why sophisticated analysts focus on 3-month moving averages rather than single months.

Surprise beats (actual > expected) tend to strengthen stocks and the dollar; misses weaken them.

Sectoral breakdown

The BLS reports payroll changes by sector: leisure/hospitality, professional services, manufacturing, construction, retail, etc. Sectoral composition matters:

• Strong tech hiring but weak retail = reallocation, not pure weakness.
• Widespread weakness across sectors = recession.
• Strong everywhere = overheating, inflation risk.

Payrolls versus the labor force

An important distinction: payroll growth ≠ unemployment change:

• Payrolls can grow 150k while unemployment stays flat if the labor force grows 150k.
• Unemployment can fall 0.5% while payrolls grow only 100k if the labor force shrinks by 50k.

Since labor force participation has been declining/stagnant, payroll growth has not fully translated to unemployment falling. This complicates the policy picture.

The “Sahm Rule”

An informal but useful rule: the Sahm rule declares a recession likely when the 3-month average unemployment rises 0.5% or more above its 12-month low. This rule has predicted most recent recessions.

While payroll data alone is not sufficient (participation matters), negative payroll growth (or near-zero growth) for multiple months typically triggers recession-watching.

See also