US jobs revisions in the report covering October 2026
Short Answer
The US jobs revision for October 2026 payrolls is likely to be less negative than -100,000, with stable weekly initial jobless claims suggesting a resilient labor market (70.0%).
1. Market Behavior & Drivers
The market's largest move, a 21-point drop on October 26, was a reaction to the data in the prior month's employment report. The Bureau of Labor Statistics' October 2 release for September payrolls included significant downward revisions for the two preceding months. July and August payroll growth was revised down by a combined 60,000 jobs. This negative revision likely reset trader expectations for the direction and magnitude of future BLS revisions, weighing on the probability of a positive revision for the October data.
The preceding climb from a low of 36% to a peak of 64% between October 12 and October 25 does not coincide with any specific economic release or reported development. The market is pricing expectations ahead of the October 2026 Employment Situation report, which is scheduled for release on November 6. The most recent report showed September payrolls increasing by 29,000.
- Revisions Above -50,000 appear likely due to stable October weekly initial jobless claims.
- Significant negative revisions are less intuitive after September's model volatility-driven downturn.
Who Wins and Why
| Outcome | Market | Model | Why |
|---|---|---|---|
| Above 0 | 43.0% | 43.2% | A resilient labor market, indicated by stable jobless claims, suggests revisions may avoid being negative. |
| Above -100,000 | 70.0% | 69.9% | Stable jobless claims suggest a resilient labor market, making large negative revisions less intuitive. |
| Above 100,000 | 35.0% | 43.2% | Model higher by 8.2pp |
| Above 50,000 | 44.0% | 43.2% | Market higher by 0.8pp |
| Above -50,000 | 69.0% | 68.9% | A resilient labor market, shown by stable jobless claims, makes significantly large negative revisions less intuitive. |
Current Context
The Employment Situation report for October 2026 has not yet been released. The BLS scheduled the report for Friday, November 6, 2026, at 8:30 a.m. ET [1]. The September report, the most recent available, showed payrolls up 29,000 and unemployment at 4.2% [1][2]. September revisions adjusted July payroll growth down by 31,000, from +21,000 to -10,000, and August down by 29,000, from +162,000 to +133,000. Combined, the July-August revision totaled -60,000 [1][2]. BLS typically makes two revisions following the initial payroll estimate: a second preliminary estimate the subsequent month and a final sample-based estimate two months after the reference month. For 2003 to present, the average seasonally adjusted second-minus-first revision was +7,000 jobs, with an average absolute revision of 33,000 [3].
Prediction markets anticipate modest October payroll growth and moderate revisions. As of October 26, Kalshi showed probabilities of 58% for above 60,000 jobs, 51% for above 70,000, and 40% for above 80,000 [4]. Public priced 88% probability for above zero jobs and 94% for above -25,000 [5]. Futuur indicated 56% for above 50,000 and 50% for above 70,000 [6]. A market signal summary characterized the implied range for nonfarm payrolls at roughly 70,000-80,000 [7]. The relevant two-month revision contract for the October report concerns combined revisions to August and September payroll changes versus the prior Employment Situation release, excluding subsequent revisions and annual benchmarks [3]. Public's October 26 snapshot priced 'above -50,000' at 69% and 'above -100,000' at 62%, with $6,648 in volume [8]. Public has scheduled an ADP market event for November 4 [8][9].
Experts expect stable, low-momentum labor market conditions. Wells Fargo forecasted unemployment near 4.2% and approximately breakeven job growth [10]. U.S. Bank noted restrained hiring and low layoffs, cautioning that limited churn could increase vulnerability if layoffs rise [11][12]. Indeed reported September posted-wage growth at 2.4% year over year, with real average weekly earnings down 0.5% month over month [13]. NABE's October panel raised its projected 2026 average monthly job growth to 71,000 and lowered its unemployment forecast to 4.2% [14]. A cautious baseline prediction is for modest payroll growth of approximately 60,000-80,000, and unemployment around 4.1%-4.2%. The principal revision risk is another sizable downward adjustment to the two prior months, though markets on October 26 generally assigned high probability to the combined revision being better than -50,000 [8][4][5]. The BLS October Employment Situation release is November 6 at 8:30 a.m. ET, with a projected Public payout date for the revision contract on November 13 [1][9][8][4].
Sources (14)
- 1Employment Situation Summary - 2026 M09 Resultsbls.gov
- 2The Employment Situation - September 2026bls.gov
- 3Nonfarm Payroll Employment: Revisions between over-the-month estimates, 1979-presentbls.gov
- 4Jobs numbers in October 2026? Odds & Predictionskalshi.com
- 5Jobs numbers in October 2026? Odds & Predictions - Public.compublic.com
- 6US nonfarm payrolls: October | Predict with Futuurfutuur.com
- 7October nonfarm payrolls seen around 70K-80K jobs added · CM Signalclearmarket.fyi
- 8US jobs revisions in the report covering October 2026 Odds & Predictions - Public.compublic.com
- 9Schedule of Releases for the Employment Situationbls.gov
- 10Economic Outlook: October 2026externalcontent.blob.core.windows.net
- 11U.S. Labor Market: Cautious Stability | U.S. Bankusbank.com
- 123478873 USB_IP_OCT 26 Economic Outlook_Dusbank.com
- 13US Labor Market Snapshot — October 2026 - Indeed Hiring Labhiringlab.indeed.com
- 14October 2026 Outlook Survey Summarynabe.com
2. Price Chart
Historical Price (Probability)
Outcome probability
Date
3. Significant Price Movements
Notable price changes detected in the chart, along with research into what caused each movement.
📉 October 26, 2026: 21.0pp drop
Price decreased from 90.0% to 69.0%
Outcome: Above -50,000
What happened: The primary driver of the 21.0 percentage point drop in the "US jobs revisions in the report covering October 2026" prediction market was the BLS Employment Situation release on October 2, 2026 [1]. This report announced an explicit 60,000 downward revision to July and August payrolls, which contradicted the "Above -50,000" outcome (-60,000 is not above -50,000) [1]. The price drop on October 26, 2026, appears to be a delayed market reaction to this fundamental data, reinforced by a broader trend of persistent negative revisions [1]. Social media activity was not identified as a specific catalyst for this price movement in the available sources [1].
📈 October 25, 2026: 89.0pp spike
Price increased from 1.0% to 90.0%
Outcome: Above -50,000
What happened: The provided web research does not identify a specific social media post, traditional news announcement, or market structure event on October 25, 2026, that would directly cause an 89.0 percentage point spike for the "Above -50,000" outcome. In fact, prior data from October 2 reported a combined -60,000 revision to July and August 2026 payrolls, and an October 19 retrospective analysis highlighted a historical tendency for downward revisions [2]. Therefore, social media was not a primary driver, and no clear catalyst for the market movement is apparent from the available sources.
4. Market Data
Contract Snapshot
This market, "US jobs revisions in the report covering October 2026," specifically the "Above -100,000" contract, resolves to YES if the jobs revisions are greater than -100,000. Conversely, it resolves to NO if the revisions are -100,000 or less. The market begins around October 27, 2026, with payouts scheduled for November 6, 2026. No special settlement conditions are mentioned in the provided content.
Available Contracts
Market options and current pricing
| Outcome bucket | Yes (price) | No (price) | Last trade probability |
|---|---|---|---|
| Above -100,000 | $0.80 | $0.57 | 70% |
| Above -50,000 | $0.58 | $0.58 | 69% |
| Above 50,000 | $0.44 | $0.85 | 44% |
| Above 0 | $0.53 | $0.69 | 43% |
| Above 100,000 | $0.24 | $0.95 | 35% |
Market Discussion
Prediction markets covering US jobs revisions in the October 2026 report, scheduled for release on November 6, 2026, imply a modest negative two-month net payroll revision, with the median around -12,745 and typical outcomes between -50,000 and 0, as of October 26, 2026 [1][2][3]. This outlook follows the BLS report released October 2, 2026, which showed a combined -60,000 downward revision to July and August payrolls and prompted commentary that emphasized prior downward revisions as a signal of a slowing labor market [3][4].
Sources (4)
- 1US jobs revisions in the report covering October 2026 Odds & Predictions - Public.compublic.com
- 2US jobs revisions in the report covering October 2026: Odds, Chart & News | 4Search Predictions4search.com
- 3Employment Situation News Release - 2026 M09 Resultsbls.gov
- 4The 29K jobs number isn't the real story. The downward revisions show the labor market turned months agofxstreet.com
5. Trust Index
Order book is critically thin.
Primary risk· Trade quality
How it adds up
Integrity80% of score78Good
Market integrity is low (65), but Integrity averages all three scores, so the other two pull it up. Only a critically low score would cap the total.
Trade quality20% of score5Avoid
Includes the cost to trade: a $10,000 order can't be filled here because the order book is too thin.
Trust score63Caution
Weighted blend with hard caps — a critically weak safety pillar, or a severe trading anomaly, caps the total regardless of the rest. Full methodology · About the Trust Index
Trust profile
Integrity4 screens run · 6 don't apply
6. What is the historical correlation between the ADP National Employment Report and BLS two-month payroll revisions, and what might the November 4, 2026 ADP release imply?
| Monthly BLS-ADP Correlation | 0.67 [1][2][3][4] |
|---|---|
| 3-Month Average BLS-ADP Correlation | 0.89 [1][2][3][4] |
| 6-Month Average BLS-ADP Correlation | 0.96 [1][2][3][4] |
ADP and BLS payroll levels align over longer periods. Historically, the correlation between the ADP National Employment Report and BLS two-month payroll revisions is limited and unreliable at a monthly frequency [1][2][3][4]. While a 2026 comparison indicated a raw monthly BLS-ADP correlation of 0.67, this significantly increased to 0.89 over three-month averages and 0.96 over six-month averages, demonstrating closer alignment in longer-term trends [1][2][3][4]. The November 4, 2026 ADP release will thus offer a directional signal for the labor market, but it does not serve as a direct quantitative predictor of BLS revisions [5][3].
ADP is not a reliable predictor of BLS revisions. Evidence specifically linking ADP's monthly release to subsequent BLS two-month revisions is limited, as ADP is not a reliable direct predictor of the revision's sign or magnitude [3][4]. This distinction arises because BLS revisions incorporate factors like late survey responses, benchmark processes, and seasonal adjustments, whereas ADP is a private-payroll series with different coverage and methodology [3][4]. For example, in May and June 2025, final BLS revisions combined to subtract 280,000 jobs, with nearly half attributed to state and local government, particularly education, a sector that ADP does not fully cover [3].
The October 2026 ADP report offers a directional signal. The October 2026 ADP National Employment Report, scheduled for November 4, 2026, specifically covers private-sector employment [6][7][8]. A weak October ADP print or a downward revision to September's figures could increase the plausibility of negative BLS revisions, but this should be considered solely as a directional indicator [5][6][7][3]. Conversely, a strong ADP print would not rule out negative BLS revisions, primarily because ADP excludes government employment, and BLS revisions can be substantially influenced by other factors [5][3]. As of October 26, 2026, prediction markets anticipate a generally negative but not catastrophic two-month BLS revision for the October report, with probabilities of about 69% for above -100,000 and 46% for above zero [9][10][11].
Sources (11)
- 1How ADP employment data compares with official BLS...pewresearch.org
- 2Are Private and Government Jobs Data on the Same Page?cmegroup.com
- 3How representative is ADP employment data?adpresearch.com
- 4How Accurate Is RPLS? One Year of Jobs Data vs BLSreveliolabs.com
- 5United States ADP Employment Changetradingeconomics.com
- 6ADP® National Employment Reportadpemploymentreport.com
- 7ADP National Employment Report: Private-Sector...mediacenter.adp.com
- 8Economic Release Calendar | FRED | St. Louis Fedfred.stlouisfed.org
- 9US jobs revisions in the report covering October 2026 Odds & Predictions - Public.compublic.com
- 10US jobs revisions in the report covering October 2026 | PredictPediapredictpedia.com
- 11US jobs revisions in the report covering October 2026 - Probabilidades na Kalshi | CoinRithmcoinrithm.com
7. Which industry sectors drove the large downward revisions in the September 2026 jobs report, and do leading indicators for those sectors suggest a similar pattern for the October report's revisions?
| September report revisions (July/August) | 60,000 jobs downward [1] |
|---|---|
| October ADP private-payroll growth odds | 85% above 25,000 [2][3] |
| October report revision probability | 62% above -50,000 [3][4] |
Downward revisions in the September 2026 jobs report stemmed primarily from model volatility. The significant downward revisions in the September 2026 jobs report for July and August, totaling a combined 60,000 jobs, were primarily attributed to the BLS seasonal-adjustment model volatility, rather than specific industry sectors [1][5]. While the September report did show declines in sectors such as information (-10,000 jobs), financial activities (-7,000 jobs), and professional/business components, these were not the main driver for the aggregate payroll estimate revisions for July and August [1][5][6]. This indicates that the observed volatility was not due to broad-based industry weakness [1][7][8][9].
October revisions face mixed indicators, suggesting continued hiring with modest downside. Since the September revisions were mainly due to model volatility, leading indicators for specific sectors offer only weak guidance for the sign of the October report's revisions [1][5]. As of late October, market-based leading indicators were mixed but did not suggest an impending recession [2][3][10][11]. Positive signs for continued private hiring included the October ADP market showing an 85% probability of growth above 25,000, and temporary-help employment priced at 87% above 2.440 million [2][3][11]. However, elevated layoffs and some weakness in finance and professional services introduce a modest downside risk [6][2][3][10]. The prediction market for the combined revision to July and August in the initial October report showed meaningful uncertainty, with a 62% probability that the revision would be above -50,000 [3][4]. Therefore, while a repeat of a very large downward revision is possible, it is not considered the base case [6][2][3][10].
Sources (11)
- 1US job growth undershoots expectations in September, but...reuters.com
- 2ADP employment change in Oct 2026? Odds & Predictions - Public.compublic.com
- 3US jobs revisions in the report covering October 2026 Odds & Predictions - Public.compublic.com
- 4US jobs revisions in the report covering October 2026 | PredictPediapredictpedia.com
- 5United States ADP Employment Changetradingeconomics.com
- 6Employment by industry, monthly changesbls.gov
- 7Employment Situation Summary - 2026 M09 Resultsbls.gov
- 8Employment Situation News Release - 2026 M09 Resultsbls.gov
- 9The Employment Situation - September 2026bls.gov
- 10US Challenger job cuts in October Odds & Predictions - Public.compublic.com
- 11Temporary-help employment in October Odds & Predictions - Public.compublic.com
8. How do the late-October 2026 labor market forecasts from Wells Fargo and NABE differ in their projections for job growth momentum and which view better supports a significant downward revision?
| Wells Fargo Jan 2026 Job Growth | 65,000 average monthly [1] |
|---|---|
| NABE June 2026 Job Growth | 68,000 average monthly [2][3] |
| Kalshi Probability Payroll Rev > -100k | 69% [4] |
Wells Fargo and NABE offered contrasting labor market forecasts for 2026. Wells Fargo's January 2026 outlook projected 65,000 average monthly job growth through 2026 and explicitly warned that benchmark revisions would indicate overstated 2025 payroll growth, suggesting weaker labor-demand momentum [1]. This cautious perspective qualitatively supports a significant downward revision in job figures. Conversely, the National Association for Business Economics (NABE) presented a more optimistic view in its June 2026 Outlook, elevating its 2026 average monthly job-growth projection to 68,000 from 40,000 and decreasing its expected unemployment rate to 4.4% [2][3]. NABE's stronger forecast thus implies a smaller or less severe adjustment to labor market data [1][2][3].
Recent employment data and market sentiment suggest a negative, yet moderate, payroll revision. The September 2026 employment report, showing only 29,000 payroll gains after August was revised down to 133,000, provided current evidence of weak job-growth momentum [5]. Despite Wells Fargo's qualitative argument for a significant downward revision, Kalshi-implied probabilities as of October 26, 2026, indicated a negative but not extremely large revision, with a midpoint around -50,000 [4]. The market priced a 69% chance for the two-month payroll revision to be above -100,000 and a 50.5% chance for it to be above -50,000 [4]. This suggests that while a negative revision is favored, a materially large revision below -100,000 is not considered the most probable scenario [5][1][4].
Sources (5)
- 1U.S. Economic Outlook: January 2026externalcontent.blob.core.windows.net
- 2June 2026 Outlook Survey Summarynabe.com
- 3June 2026 Outlook Survey Summarynabe.com
- 4US jobs revisions in the report covering October 2026 | PredictPediapredictpedia.com
- 5VIEW Soft September jobs report sends markets higherreuters.com
9. What do high-frequency indicators, such as weekly initial jobless claims from October 2026, suggest about labor market activity between the September and October BLS reports?
| Weekly jobless claims (Sep 26) | 199,000 [1][2][3][4][5] |
|---|---|
| Four-week average jobless claims (Oct 17) | 197,750 [1][2][3][4][5] |
| Implied median payroll revision | about -$45,000 [6][7][8][9] |
High-frequency jobless claims suggest a resilient labor market. Indicators such as weekly initial jobless claims point to a stable-to-resilient labor market between the September and October BLS reports, which diminishes the intuition for a large negative payroll revision [1][2][3][4][5][6][7]. Weekly initial jobless claims have consistently remained low and stable, registering 199,000 for the week ending September 26 and a four-week average of 197,750 as of October 17 [1][2][3][4][5]. This pattern indicates very low levels of layoffs, aligning with the Labor Department's characterization of initial claims as a signal of emerging labor market conditions [2][3][4][5]. Claims were observed to be near 57-year lows and had stayed at or below 200,000 for six consecutive weeks, reinforcing a robust, low-layoff environment [10][11][2].
Jobless claims data has limitations; market predicts a modest negative revision. However, initial claims data alone cannot definitively identify payroll-survey errors, benchmark or seasonal-adjustment effects, nor does it guarantee an upward revision [1][2][3][4][5][6][7]. In the prediction market, the key focus is the combined revision to the two monthly payroll estimates immediately preceding October 2026—specifically for September and August—rather than the October employment level itself [6][7][8][9]. As of October 26, market snapshots indicated the implied median for this revision was near a modest negative figure, approximately -$45,000 in one reported instance [6][7][8][9]. This market pricing aligns with expectations for small negative-to-flat revisions, rather than a strong conviction for positive adjustments [1][2][3][4][5][6][7].
Sources (11)
- 1Initial Claims (ICSA) | FRED | St. Louis Fedfred.stlouisfed.org
- 2Employment and Training Administration | U.S. Department of Labordol.gov
- 3News Releasedol.gov
- 4News Releasedol.gov
- 5Open Data Portal| United States Department of Labordataportal.dol.gov
- 6US jobs revisions in the report covering October 2026 Odds & Predictions - Public.compublic.com
- 7US jobs revisions in the report covering October 2026 | PredictPediapredictpedia.com
- 8US jobs revisions in the report covering October 2026… | Frenzy Capitalfrenzycap.com
- 9US jobs revisions in the report covering October 2026: Odds, Chart & News | 4Conservative Predictions4conservative.com
- 10US weekly jobless claims near 57-year lows, underscore...reuters.com
- 11United States Initial Jobless Claimstradingeconomics.com
10. How have the combined two-month payroll revisions trended in 2026 compared to the long-term BLS average since 2003?
| Latest Two-Month Payroll Revision | -60,000 (September 2026) [1][2][3][4] |
|---|---|
| BLS Long-Run Average Two-Stage Revision | +7,000 (since 2003) [1][2][3][4] |
| Average Absolute First-to-Third Revision | 51,000 [4] |
Combined payroll revisions in September 2026 were significantly negative compared to historical averages. The September 2026 Employment Situation report indicated a two-month combined payroll revision of -60,000 [1][2][3][4]. This figure is considerably more negative than the Bureau of Labor Statistics' (BLS) long-run average since 2003, which stands at +7,000 for combined two-stage revisions. The -60,000 revision is approximately 67,000 below this +7,000 mean, and its absolute magnitude exceeds the 51,000 average absolute first-to-third revision [4]. Specifically, the July 2026 payroll estimate was revised down by 31,000 (from +21,000 to -10,000), and the August 2026 estimate was revised down by 29,000 (from +162,000 to +133,000), accumulating to the total -60,000 for the two-month period [1].
A full assessment of 2026 revision trends is not yet possible. Current evidence only explicitly provides the July-August revision pair, preventing a comprehensive evaluation of the overall 2026 trend [4]. A key factor for assessment, particularly for prediction markets, is the combined revisions to August and September payroll changes published in the initial October-report release [5][6]. As of October 26, the October 2026 report, which is crucial for this complete assessment, was not yet available, and its release is scheduled for November 6, 2026 [2][3][4].
Sources (6)
- 1The Employment Situation - September 2026bls.gov
- 2Employment Situation News Release - 2026 M09 Resultsbls.gov
- 3Employment Situation Summary - 2026 M09 Resultsbls.gov
- 4Revisions between over-the-month estimates, 1979-presentbls.gov
- 5US jobs revisions in the report covering October 2026 Odds & Predictions - Public.compublic.com
- 6US jobs revisions in the report covering October 2026 Odds & Predictionskalshi.com
11. What Could Change the Odds
Key Catalysts
The October 2026 Employment Situation, scheduled for release Friday, November 6, 2026, at 8:30 a.m. ET, represents the principal market catalyst [1][2][3]. This report will include revisions to the August and September payroll estimates; the Bureau of Labor Statistics (BLS) routinely revises the prior two months using additional establishment responses and recalculated seasonal factors [1][4][5]. The latest available report, covering September 2026, showed +29,000 payrolls and a 4.2% unemployment rate, alongside a combined -60,000 revision for July (from +21,000 to -10,000) and August (from +162,000 to +133,000) [4][6]. The revisions in the October report are preliminary, with estimates considered final only after two successive revisions [5].
Public.com market pricing as of October 26, 2026, implied probabilities for the combined two-month payroll revision: approximately 69% above -50,000, 62% above -100,000, and 47% above +100,000, based on $6,648.18 reported volume [7]. For the October payrolls themselves, adjacent markets as of October 26 priced 100,000+ jobs as the largest single bucket at roughly 30%–31% implied probability, 0–25,000 jobs at approximately 21%–22%, and negative outcomes at about 5% each [8][9]. This market context suggested a lean toward weak-to-moderate positive growth, with substantial rebound risk [8][9].
Bullish catalysts for jobs-and-economy contracts include an October payroll rebound, stable or lower unemployment, and resilient hiring in health care or construction; mean reversion provides the bullish case [4]. Conversely, bearish catalysts include another sub-100,000 payroll print, unemployment at or above 4.3%, falling job openings, soft wages, or further downward revisions [4]. September’s weak print of +29,000 payrolls and the -60,000 prior-month revision provide the bearish base case [4][6].
Key Dates & Catalysts
- Expiration: November 13, 2026
- Closes: November 06, 2026
Sources (9)
- 1Schedule of Releases for the Employment Situationbls.gov
- 2Schedule of Selected Releases for November 2026bls.gov
- 3Schedule of Selected Releases 2026bls.gov
- 4Employment Situation News Release - 2026 M09 Resultsbls.gov
- 5Employment Situation Technical Note - 2026 M09 Resultsbls.gov
- 6Employment Situation Summary - 2026 M09 Resultsbls.gov
- 7US jobs revisions in the report covering October 2026 Odds & Predictions - Public.compublic.com
- 8How many jobs added in October?polymarket.com
- 9How many jobs added in October?: Live Odds & Probability | Parideskparidesk.com
