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Trading the Macro Calendar Intermediate · 12 min read

The Jobs Report and the Stock Market: Nonfarm Payrolls, Revisions and When Good News Is Bad News

The monthly jobs report is the single release that has moved the S&P 500 most since 2024. Here is how the Employment Situation is built, why its first print is so often wrong, and how to tell whether a strong number will lift stocks or sink them.

By Raman Bindlish · Proflex Research ·
The short answer

The jobs report, the BLS Employment Situation released at 8:30 a.m. Eastern usually on the first Friday of the month, moves stocks through Fed expectations. Strong payrolls lift yields; whether stocks rise depends on whether the market fears inflation or recession more. Since 2024 the S&P 500 has moved 1.07% on the average jobs day.

September 2026 nonfarm payrolls
+29,000
BLS, released October 2, 2026; unemployment 4.2%
Average S&P 500 move on jobs days
1.07%
31 releases, Jan 2024–Oct 2026 (FRED, BLS)
Next jobs report
Nov 6, 2026
October data, 8:30 a.m. ET (BLS schedule)

On Friday, October 2, 2026, the Bureau of Labor Statistics reported that US employers added just 29,000 jobs in September, the unemployment rate rose to 4.2%, and July and August were revised down by a combined 60,000. The S&P 500 rose 0.73% that day. A weak report lifted stocks because, two weeks after a Fed rate hike, the market was more afraid of the Fed than of a slowdown. That is the jobs report in one sentence: the number matters less than what the market is worried about. New to event-day planning? Start with the weekly market outlook.

Key takeaway: the jobs report is the biggest scheduled mover of the S&P 500, and the direction of the move depends on the regime — so decide what a strong and a weak print would mean before 8:30 a.m. Friday, not after.

What is the jobs report?

The jobs report is the BLS Employment Situation, a monthly release that combines two separate surveys: one of employers, which produces nonfarm payrolls, and one of households, which produces the unemployment rate. It is released at 8:30 a.m. Eastern, usually on the first Friday of the month after the one it measures.

The two surveys measure different things, which is why they sometimes disagree:

SurveySampleMain numbersReference period
Establishment survey (CES)About 119,000 businesses and government agencies, about 622,000 worksitesNonfarm payrolls, average hourly earnings, hours workedPay period including the 12th
Household survey (CPS)About 60,000 householdsUnemployment rate, participation rate, U-6Week including the 12th
Source: BLS Employment Situation technical note.

The September 2026 report had all the parts in one place: payrolls +29,000, unemployment 4.2%, average hourly earnings up 0.1% on the month and 3.0% on the year to $37.81, and downward revisions to the prior two months.

How does the jobs report affect the stock market?

The jobs report moves stocks through Fed expectations and bond yields. A strong labor market keeps pressure on wages and inflation, which argues for higher rates; a weak one argues for cuts. Short-term Treasury yields, especially the 2-year, react within seconds, and stocks follow.

Since 2024 the jobs report has been the bigger mover of the two monthly data releases. From January 2024 to October 2026 the S&P 500 moved 1.07% on the average jobs day, against 0.77% on CPI days and 0.65% on all trading days. The median jobs-day move, 0.84%, was also the highest of the three, and 13 of 31 jobs days moved the index more than 1%.

Chart 1 · 2024–2026 data
The jobs report has been the bigger S&P 500 mover: 1.07% on average, against 0.77% for CPI and 0.65% for an ordinary day
Average absolute S&P 500 move on jobs report days, CPI days and all days, January 2024 to October 2026 Average absolute close-to-close S&P 500 change: all trading days 0.65%, CPI release days 0.77%, Employment Situation release days 1.07%. Medians: 0.50%, 0.79% and 0.84%. AVERAGE ABSOLUTE S&P 500 MOVE (%) All trading days Jan 2024 – Oct 14, 2026 All trading days: 0.65% 0.65% CPI release days 32 releases CPI release days: 0.77% 0.77% Jobs report days 31 releases on trading days Jobs report days: 1.07% 1.07% 0.00%0.30%0.60%0.90%1.20%
Sources: S&P 500 closes from FRED (SP500); release dates from the BLS Employment Situation and CPI archives. The April 3, 2026 jobs report came out on Good Friday with the stock market closed and is excluded. October 2025 reports were not published. Proflex calculation.

Two things explain the difference. First, the jobs report says something about both sides of the Fed’s mandate, employment and, through wages, inflation; CPI speaks mainly to one. Second, payrolls are noisier. A number whose confidence band is wider than its typical value produces more genuine surprises, and surprises are what move prices. For how the same mechanism works with inflation data, see the CPI report and the stock market.

Which numbers in the jobs report matter most?

Headline nonfarm payrolls get the attention, but markets react to four numbers together, and a strong headline can be read as weak if the others disagree.

  1. Nonfarm payrolls versus consensus. The surprise, not the level. In September 2026 consensus forecasts were roughly in the 80,000–90,000 range; 29,000 was a clear miss.
  2. Revisions to the prior two months. A strong headline with a large downward revision can net out to a weak report. Combined revisions are printed in the first paragraph of the release.
  3. The unemployment rate. It comes from a different survey and moves in tenths. A rise of 0.2 points or more in a month gets noticed, because historically sustained rises have accompanied recessions.
  4. Average hourly earnings. The inflation link. In an inflation-fighting regime, a 0.4% monthly wage gain can matter more than the payroll number itself.
Rule of thumb

Net the headline against the revisions before you react: headline plus revisions is the real change in the labor market you just learned about. In September 2026 that was 29,000 minus 60,000, or about −31,000.

Why are jobs numbers revised so much?

Jobs numbers are revised because the first estimate is built from incomplete survey responses. BLS publishes on a tight timetable, then revises each month twice as more employers report, and benchmarks the whole series once a year to near-complete unemployment-insurance tax records.

The scale of uncertainty is in BLS’s own technical note: the 90% confidence interval on the monthly change in payrolls is about ±122,000 jobs, and on the unemployment rate about ±0.3 percentage points. A reported +29,000 is statistically consistent with a loss of 90,000 or a gain of 150,000. Markets still trade the headline to the thousand, which is one reason jobs-day moves are so large.

Chart 2 · Revisions
The 2026 summer payroll numbers were revised down by a combined 60,000 within two months
First-print and revised nonfarm payroll changes for July to September 2026, thousands Change in total nonfarm payrolls in thousands. July 2026: first reported +21, now −10. August 2026: first reported +162, now +133. September 2026: first reported +29. MONTHLY CHANGE IN PAYROLLS (THOUSANDS) July: first print Aug 7 July: first print: +21k +21k July: latest after 2 revisions July: latest: -10k -10k August: first print Sep 4 August: first print: +162k +162k August: latest after 1 revision August: latest: +133k +133k September: first print Oct 2 September: first print: +29k +29k -50k0+50k+100k+150k+200k
Source: BLS Employment Situation, September 2026 (released October 2, 2026). BLS’s own 90% confidence interval on the monthly change is ±122,000 jobs.

The summer of 2026 shows how much the picture can change. July was first reported at +21,000 and now stands at −10,000; August went from +162,000 to +133,000. The August first print looked like a reacceleration; two months later the three-month trend is barely positive. When a trend turns, revisions tend to run in the same direction for several months, which is why the revisions line can carry more information than the headline.

The annual benchmark is a separate exercise. BLS published its preliminary estimate for the year to March 2026 on August 28, 2026; the final benchmark is folded into the data with the January 2027 report in February 2027.

When is good news bad news for stocks?

Good economic news is bad for stocks when the market’s main fear is inflation and a hawkish Fed. A strong jobs report then means higher rates for longer, higher bond yields and lower valuations. When the main fear is recession, the same strong report is relief, and stocks rise.

Chart 3 · Regime map
“Good news is bad news” only holds when the market is more afraid of the Fed than of a slowdown
How stocks have tended to react to a strong or weak jobs report, by what the market is worried about Three regimes. Inflation worry, Fed hiking: a strong report pushes yields up and stocks down, a weak report is read as relief. Balanced: strong is good for stocks, weak is mildly bad. Recession worry: strong is relief, weak pushes stocks down and bonds up. In 2026 the Fed hiked in September, so the market sits closest to the first regime, with a growth scare building as payrolls slow. WHAT THE MARKET FEARS DECIDES HOW IT READS THE NUMBER REGIME STRONG REPORT WEAK REPORT Inflation fight Fed hiking or on hold, CPI hot Yields up, stocks down BAD NEWS Yields down, stocks up RELIEF Balanced Inflation near target, Fed neutral Stocks up GOOD NEWS Stocks mildly down MILD Recession scare Payrolls slowing, layoffs rising Stocks up, relief RELIEF Stocks down, bonds up BAD NEWS Gold bar = where October 2026 sits: Fed hiked September 16, CPI 3.7%, payroll growth slowing.
Qualitative Proflex framework. Regime placement uses the Federal Reserve’s September 16, 2026 statement and the September 2026 CPI and Employment Situation releases.

Chart 3 sets out three regimes. The hard part is knowing which one you are in, because markets move between them. Three signals help:

  • What the Fed is doing. A Fed that is hiking, or debating a hike, puts the market in the inflation-fight row. On September 16, 2026, the FOMC raised its target to 3.75%–4.00%; the next decision is October 28. See trading options around FOMC meetings.
  • How stocks and bonds move together on data days. If stocks fall when yields rise on a strong print, you are in an inflation fight. If stocks fall when yields fall on a weak print, you are in a recession scare. Our guide to stock-bond correlation explains why the sign flips.
  • The level of the unemployment rate versus its recent low. A rate drifting up from its low shifts attention from inflation to growth. It has held between 4.1% and 4.3% since March 2026.

October 2026 is a mixed case, which is the most dangerous kind. CPI is 3.7% and the Fed has just hiked, so the market still treats a weak print as relief, as it did on October 2. But payroll growth has slowed to a crawl, so a negative print or a jump in unemployment could flip the market into the recession row quickly. Both tails carry risk; the middle is where stocks have been comfortable.

When is the jobs report released in 2026 and 2027?

BLS releases the Employment Situation at 8:30 a.m. Eastern, usually on the first Friday of the month. When the first Friday falls too early to complete the survey, it moves to the second Friday. The schedule:

Reference monthRelease date (8:30 a.m. ET)
October 2026Friday, November 6, 2026
November 2026Friday, December 4, 2026
December 2026Friday, January 8, 2027
January–June 2027Feb 5, Mar 5, Apr 2, May 7, Jun 4, Jul 2
July–November 2027Aug 6, Sep 3, Oct 8, Nov 5, Dec 3
Source: BLS Employment Situation release schedule, checked October 15, 2026.

Three schedule quirks are worth knowing. First, the 2025 federal government shutdown stopped data collection: BLS never published an October 2025 jobs report, and the household survey for that month could not be collected retroactively, so there is no official October 2025 unemployment rate. Second, the report sometimes lands when stocks can’t trade: the March 2026 report came out on Friday, April 3, 2026, which was Good Friday, with the stock market closed, so the reaction showed up the following Monday. Third, the November 6, 2026 report falls nine days after the October 28 FOMC decision and four days before the November 10 CPI release, a cluster worth planning as one event.

How do you position options around the jobs report?

Position for the jobs report the way you would for any scheduled event: compare the move options are pricing with the move you expect, then choose a defined-risk structure. Weekly SPX and SPY options expire every Friday, so there is always an expiry on jobs day itself.

An illustrative example. The S&P 500 closes Thursday at 7,800 and the Friday at-the-money straddle costs 90 points, or 1.15%. Since 2024 jobs days have averaged 1.07%, so the market is pricing roughly an average jobs day. Your choices:

  • Expect a quiet print, near consensus with small revisions: an iron condor with short strikes outside the 1.15% range collects the event premium with defined risk. See vertical spreads vs iron condors.
  • Expect a tail outcome, such as a negative payroll print in a fragile regime: a long strangle, or a put spread if you think the tail is on the downside. Accept that most months it expires worthless.
  • Hold a concentrated position you can’t sell: a short-dated put spread on the stock or the index, bought Thursday, caps the damage from a 2–3% gap. The options expected move guide shows how to set strikes from the straddle.
Where it goes wrong

The classic mistake is trading the headline in the first minute. Futures often reverse once traders read the revisions and wage numbers, so the first move is the least reliable one. The second is assuming last month’s regime: a weak print that rallied stocks in October can sink them in November if the market’s fear has shifted from the Fed to recession.

What is a jobs-report checklist?

  1. On Monday of jobs week, confirm the release date on the BLS schedule and note CPI and FOMC dates nearby.
  2. Decide which regime the market is in, using the Fed’s last move and how stocks and yields reacted to recent data.
  3. Write down in advance what a strong, in-line and weak print would mean for your portfolio in that regime.
  4. Thursday afternoon, note the consensus for payrolls, unemployment and wages, and the implied move from the Friday straddle.
  5. Put hedges or event trades on before the close Thursday, sized so a 2–3% gap does not force a sale.
  6. At 8:30 a.m. Friday, read the headline, then the revisions, then unemployment and wages. Net headline against revisions.
  7. Don’t act before 10:00 a.m. unless it is a pre-planned exit. Record the actual move against the implied move.

Preparing for every release yourself takes time. Our guide to the best macro trading newsletter sets out what good macro research should do for you, and what to demand before you pay for it.

Frequently asked questions

What time is the jobs report released?

The Bureau of Labor Statistics releases the Employment Situation report at 8:30 a.m. Eastern time, usually on the first Friday of the month. Stock index futures react immediately; the stock market opens an hour later at 9:30.

When is the next jobs report?

The October 2026 jobs report is scheduled for Friday, November 6, 2026, followed by November data on December 4, 2026 and December data on January 8, 2027, all at 8:30 a.m. Eastern according to the BLS schedule.

What are nonfarm payrolls?

Nonfarm payrolls are the monthly change in the number of paid jobs in the US economy, excluding farm workers, private household employees and the self-employed. The figure comes from the BLS establishment survey of about 119,000 businesses and government agencies.

Why is good news bad news for stocks?

When inflation is the market's main worry, a strong jobs report raises the odds that the Fed keeps rates high or hikes, which pushes bond yields up and stock valuations down. When recession is the main worry, the same strong report is read as relief and stocks rise.

How much are jobs numbers revised?

Each monthly payroll figure is revised twice in the following two months, and the whole series is benchmarked once a year. In 2026, July was first reported at +21,000 and later revised to a loss of 10,000; August was cut from +162,000 to +133,000.

How much does the stock market move on jobs report day?

From January 2024 to October 2026 the S&P 500 moved an average of 1.07% on jobs report days, against 0.77% on CPI days and 0.65% on all trading days. Thirteen of 31 jobs days moved the index more than 1%.

Which number in the jobs report matters most?

Headline nonfarm payrolls get the attention, but markets also react to the unemployment rate, average hourly earnings and revisions to the prior two months. A strong headline with large downward revisions or a rising unemployment rate is often read as weak.

Key takeaways

  1. The jobs report is the BLS Employment Situation, released at 8:30 a.m. Eastern, usually on the first Friday of the month.
  2. Since 2024 it has been the bigger market mover: 1.07% average S&P 500 move, against 0.77% for CPI and 0.65% for an ordinary day.
  3. Read payrolls, revisions, the unemployment rate and wages together; BLS’s own 90% confidence band on monthly payrolls is ±122,000.
  4. Whether strong data helps or hurts stocks depends on the regime: inflation fight, balanced, or recession scare.
  5. In October 2026 the market sits in an inflation fight with a growth scare building, so both a very strong and a very weak print carry risk.
  6. Hedge before 8:30 a.m. Friday, size for a 2–3% gap, and record the actual move against the implied one.

Sources and method

  1. BLS, The Employment Situation, September 2026 — +29,000 payrolls, 4.2% unemployment, July and August revisions, wages
  2. BLS, Employment Situation technical note — survey sizes, reference period, revision policy and confidence intervals
  3. BLS, Employment Situation release schedule — 8:30 a.m. ET release time and the 2026–2027 dates
  4. BLS, Consumer Price Index, September 2026 — 3.7% headline inflation used for the regime read
  5. Federal Reserve, FOMC statement, September 16, 2026 — 25bp hike to 3.75%–4.00%
  6. FRED, S&P 500 (SP500) — daily closes used for release-day moves

Release-day moves are close-to-close changes in the S&P 500 (FRED SP500) on Employment Situation release dates from February 2, 2024 to October 2, 2026, taken from the BLS release archive. The April 3, 2026 release fell on Good Friday, when the stock market was closed, and is excluded, leaving 31 releases; no October 2025 report was published. CPI-day figures use the 32 CPI releases over the same period. The regime map is a qualitative Proflex framework. Worked examples are illustrative.

RB
About the author
Raman Bindlish, Principal, Proflex Finance LLC

Raman runs Proflex Finance’s options-income and portfolio strategies for executives and families in the Bay Area. Proflex research is written for investors who want hedge-fund-style risk management without handing over their account. More about Proflex →

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