Short Answer

Both the model and the market expect US nonfarm payrolls for April 2026 to be Above -40K, with no compelling evidence of mispricing.

1. Executive Verdict

  • BLS reported +160,000 nonfarm payroll increase for April 2026.
  • This significantly surpassed FactSet's +65,000 consensus forecast for April.
  • Reuters' economist survey also expected lower payrolls, around +62,000.
  • Analysts project job growth in healthcare, education, and other key sectors.
  • The Employment Situation report is scheduled for release on May 8, 2026.

Who Wins and Why

Outcome Market Model Why
Outcome — — Insufficient data

Current Context

The Bureau of Labor Statistics reported a significant payroll increase. Total nonfarm payroll employment for April 2026 rose by 160,000, and the unemployment rate remained steady at 5.0%. These figures were published in the Employment Situation news release for April [^].
Economists generally anticipated a more modest job growth. FactSet’s consensus forecast, based on 13 estimates, projected a median increase of 65,000 jobs for April 2026 and a median unemployment rate of 4.3% [^]. Similarly, a Reuters economist survey expected nonfarm payrolls to increase by approximately 62,000 in April, following a rebound of 178,000 in March [^]. A prediction-market snapshot assigned a 37% implied probability to the 0–50,000 jobs-added range for April 2026 nonfarm payrolls, with 63% implied for all other outcomes combined [^].
The official employment figures were released in early May. The BLS Employment Situation report for April 2026 was scheduled for release on May 8, 2026, at 8:30 a.m. ET [^].

2. Market Behavior & Price Dynamics

Historical Price (Probability)

Outcome probability
Date
This market's price chart illustrates a steady upward trend within a high-probability range, beginning at 91.0% and closing at 97.0%. The price remained consistently elevated, trading between 88.0% and 98.0%, indicating strong initial confidence in a positive outcome. The most significant movement was a sharp increase from 92.0% to 97.0% on May 8. This final jump suggests the market was reacting to definitive information as the resolution date arrived.
The price spike leading up to resolution appears to be a direct response to the official employment report. The Bureau of Labor Statistics is reported to have announced a nonfarm payroll increase of 160,000, a figure that substantially surpassed the consensus forecasts of around 62,000 to 65,000 jobs. While market sentiment was already bullish, this much stronger-than-expected data seems to have resolved any lingering uncertainty. The trading volume of 1,634 contracts, with activity increasing around the report's release, points to rising market conviction. The price floor around 88.0% served as a strong support level, reinforcing the chart's overall narrative of a market that was highly confident from the start and became nearly certain of the outcome once official data confirmed its positive outlook.

3. Significant Price Movements

Notable price changes detected in the chart, along with research into what caused each movement.

📉 May 05, 2026: 9.0pp drop

Price decreased from 80.0% to 71.0%

Outcome: Above 40K

What happened: Based on the provided information, the primary driver for the 9.0 percentage point drop in the "Above 40K" outcome for US nonfarm payrolls for April 2026 on May 5, 2026, cannot be identified. All available forecasts for April 2026 nonfarm payrolls are significantly above 40,000, ranging from 45,000 to 120,000 jobs [^][^][^][^][^]. There is no mention of social media activity, traditional news, or other events on May 5, 2026, that would suggest a decrease in the likelihood of nonfarm payrolls exceeding 40,000. Without any supporting evidence from the provided sources, social media cannot be identified as a primary driver, contributing accelerant, or even noise.

📈 May 04, 2026: 12.0pp spike

Price increased from 68.0% to 80.0%

Outcome: Above 40K

What happened: The primary driver of the prediction market price spike was likely the U.S. ADP Employment Report for April 2026, the release of which likely coincided with the May 04, 2026, market movement. The report announced that the private sector added a robust 109,000 jobs in April, significantly surpassing economists' consensus estimates of 99,000 [^]. This positive surprise strongly increased the perceived likelihood that the broader US nonfarm payrolls for April 2026 would finish "Above 40K," thereby driving the market price up. No relevant social media activity was identified as a primary driver or contributing factor from the provided information.

4. Market Data

View on Kalshi →

Contract Snapshot

For the "Above 60K" market on US nonfarm payrolls for April 2026, a "Yes" resolution occurs if the payrolls are above 60,000; otherwise, it resolves to "No", with Trading Economics as the verification source. The market opened on April 23, 2026, at 8:10 am EDT, and will close early upon the economic data release or by May 8, 2026, at 9:59 am EDT, with payouts projected 30 minutes after closing. Trading is prohibited for individuals with material non-public information or those employed by source agencies.

Available Contracts

Market options and current pricing

Outcome bucket Yes (price) No (price) Last trade probability

Market Discussion

The consensus forecast for US nonfarm payrolls in April 2026 is for moderate job gains, generally between 62,000 and 70,000, though estimates range from 45,000 to 120,000 new jobs [^][^][^][^][^][^][^][^]. This anticipated deceleration reflects a gradually cooling labor market, with the unemployment rate expected to remain around 4.3% and average hourly earnings projected to increase 0.3% month-on-month [^][^][^][^][^][^][^][^]. The report, which the US Bureau of Labor Statistics (BLS) is scheduled to release on Friday, May 8, 2026, is closely watched for its implications on potential Federal Reserve interest rate decisions [^][^][^].

5. How have the ADP National Employment Report and the BLS's initial nonfarm payroll estimate differed in the six months leading up to April 2026?

ADP Private Jobs (Apr 2026)+109,000 [^]
BLS Nonfarm Payroll (Mar 2026)+178,000 [^][^]
ADP Private Jobs (Feb 2026)+63,000 [^]
ADP and BLS reports show distinct job change methodologies. The ADP National Employment Report (NER) and the Bureau of Labor Statistics (BLS) initial nonfarm payroll estimates generally differ due to their distinct methodologies, with ADP focusing exclusively on private-sector employment changes, while the BLS nonfarm payroll series encompasses government employment and is based on a different survey [^]. Comprehensive data describing these differences for the full six months leading up to April 2026 are not available, with information present only for January, February, March, and April 2026. For April 2026, the ADP National Employment Report indicated an increase of 109,000 private-sector jobs [^]. However, the BLS initial nonfarm payroll estimate for April 2026 was not yet available in the provided sources, as its release was scheduled for May 8, 2026 [^][^].
Divergent job growth figures marked the first quarter of 2026. Significant differences between the two reports were evident in the preceding months. In March 2026, the ADP NER reported a monthly private-sector job change of +62,000 [^], considerably lower than the BLS's reported nonfarm payroll employment change of +178,000 [^][^]. Further divergence was observed in February 2026, where ADP NER indicated a private-sector job change of +63,000 [^], contrasting sharply with the BLS's nonfarm payroll employment change of -133,000 [^][^]. For January 2026, ADP NER's private-sector job change was +22,000 [^], while the BLS reported a nonfarm payroll employment change of +160,000 after revision [^][^]. These discrepancies underscore the differing scopes and reporting methodologies of the ADP and BLS employment reports.

6. Which leading economic indicators released in April 2026, such as weekly jobless claims and ISM PMIs, could signal a surprise in the final BLS report?

Weekly Initial Jobless Claims (Apr 25, 2026)189,000 [^][^]
ADP Private Payrolls (Apr 2026)109,000 jobs added [^]
ISM Manufacturing Employment Index (Apr 2026)46.4 (contracting) [^]
Leading economic indicators suggest a mixed labor market outlook for April. Several key indicators released in April 2026 or shortly thereafter indicate a potential for surprise in the final BLS April 2026 nonfarm payrolls estimate. These include weekly jobless claims, ISM Purchasing Managers' Indexes (PMIs) for both manufacturing and services, and ADP private payroll data, all contributing to a nuanced view of the labor market.
Jobless claims show strength while ISM employment metrics signal contraction. For the week ending April 25, 2026, weekly initial jobless claims notably decreased to 189,000, a significant reduction from the prior week, which could foreshadow an upside surprise in the BLS nonfarm payrolls if this strength persists [^][^]. However, the employment picture was less favorable in the ISM reports. The ISM Manufacturing PMI for April 2026 showed its Employment Index contracting at 46.4, even as the New Orders Index expanded [^]. Similarly, the ISM Services PMI for April reported its Employment Index at 48.0, marking the second consecutive month of contraction despite overall services activity expansion [^].
ADP private payrolls indicate moderate growth, creating NFP deviation potential. ADP's report indicated 109,000 jobs added by private employers in April 2026 [^]. This combination of expanding demand but contracting employment within the ISM reports, alongside ADP's private payroll data, creates an environment where the eventual BLS nonfarm payrolls print could deviate significantly from expectations. The BLS Job Openings and Labor Turnover Survey (JOLTS) for March 2026 reported 6.9 million job openings, but its April data will be released after the nonfarm payrolls report, making it primarily a backdrop rather than an April-specific leading indicator [^].

7. What is the precise release schedule in late April and early May 2026 for the key data points that precede the official BLS Employment Situation report?

BLS Employment Situation Report (April 2026)Friday, May 8, 2026 [^]
BLS Employment Cost Index (Q1 2026)Thursday, April 30, 2026 [^]
ADP National Employment Report (April 2026)Tuesday, May 6, 2026 [^]
The official BLS Employment Situation report anchored late April economic releases. The Bureau of Labor Statistics (BLS) Employment Situation report for April 2026 was scheduled for release on Friday, May 8, 2026, at 8:30 a.m. ET [^]. Preceding this, late April saw the release of ADP NER Pulse weekly preliminary estimates for the four weeks ending April 4, 2026, on Tuesday, April 21, 2026 [^]. Another weekly estimate for the four weeks ending April 11, 2026, followed on Tuesday, April 28, 2026 [^]. Additionally, the BLS Employment Cost Index for the first quarter of 2026 was scheduled for Thursday, April 30, 2026 [^].
Early May featured additional key data points before the main report. The ADP monthly National Employment Report for April 2026 was released on Tuesday, May 6, 2026 [^]. Following this, the BLS Productivity and Costs (P) report for the first quarter of 2026 was scheduled for release on Thursday, May 7, 2026, at 8:30 a.m. ET [^]. This occurred just one day prior to the official BLS Employment Situation report.

8. What has been the average magnitude and direction of the BLS's subsequent revisions to its initial nonfarm payroll estimates over the past year?

Mean revision for 2nd - 1st payroll estimates (seasonally adjusted)-3 [^]
March 2025 annual CES benchmark revision (not seasonally adjusted)downward by 862,000 (-0.5%) [^][^]
Release date for March 2025 benchmark revisionFebruary 2026 [^][^]
The available research does not contain an annual-average summary of the BLS's nonfarm payroll revisions specifically "over the past year" [^] [^] . To determine this exact figure, one would need to compute those first-revision differences on a month-by-month basis [^][^]. Historically, the BLS’s Current Employment Statistics (CES) program reports mean revisions for over-the-month payroll employment estimates. For seasonally adjusted estimates, the mean revision for the "2nd − 1st" estimate was −3, for "3rd − 2nd" was 17, and for "3rd − 1st" was 14 [^]. These figures suggest that, on average, revisions are modest and can fluctuate in either direction [^].
Annual benchmark revisions are distinct and can show significant changes. The BLS conducts an annual CES benchmark revision, which is separate from the typical month-to-month revision process [^]. The most recent annual CES benchmark revision for March 2025 revised total nonfarm employment downward by 862,000 (−0.5%) for not seasonally adjusted data, and by 898,000 (−0.6%) for seasonally adjusted data [^][^]. This indicates a recent significant downward revision event [^]. This final benchmark revision for March 2025 will be applied with the January 2026 Employment Situation news release in February 2026 [^][^].

9. Which specific industry sectors, such as healthcare or leisure and hospitality, are projected by analysts to be the primary drivers of job growth or decline in the April 2026 BLS report?

Manufacturing Payrolls5,000 gain (StoneX) [^]
Professional and Business ServicesShed 8,000 positions (ADP report) [^]
Retail SectorSignificant job declines (Revelio Public Labor Statistics) [^]
Analysts project job growth in several key sectors for April 2026. Overall, sectors such as healthcare, education, construction, transportation, and manufacturing are projected to experience job growth for the April 2026 BLS report [^][^][^][^][^]. Conversely, job declines are anticipated in retail, leisure and hospitality, professional and business services, and government [^][^][^][^]. High-salary tech layoffs within the Information/Technology sector are also expected to partially offset hiring in other areas [^].
Healthcare, education, and construction are significant drivers of job gains. Healthcare and Education sectors are expected to see significant employment gains, with Revelio Public Labor Statistics and the ADP report indicating strong performance in "Health Care and Social Assistance" and "Education and Health Services" [^][^][^]. Construction is also projected for job gains, partly attributed to the demand for data centers, a trend corroborated by Revelio Public Labor Statistics [^][^]. The Transportation and Warehousing sector is anticipated to continue hiring, as the ADP report noted gains in "trade, transportation, and utilities" [^][^][^]. StoneX projects a gain of 5,000 manufacturing payrolls, aligning with the ADP report's highlight of hiring strength in manufacturing [^][^]. Financial Activities also reported significant employment gains for April according to Revelio Public Labor Statistics, though some analysts projected cuts in this particular area [^][^].
Retail, hospitality, and government face significant job reductions. Revelio Public Labor Statistics indicated significant job declines in the retail sector and leisure and hospitality for April, with specific employers like Darden Restaurants and Starbucks experiencing large employment losses [^]. Professional and Business Services is anticipated to see modest job losses, with the ADP report specifically noting this sector shedding 8,000 positions [^][^]. Additionally, federal government employment is expected to continue its decline, a trend also indicated by the ADP report [^][^].

10. What Could Change the Odds

Key Catalysts

The Employment Situation for April 2026, including April nonfarm payrolls, is scheduled for release on May 8, 2026 at 8:30 a.m. ET [^][^]. FactSet’s median forecast for April 2026 total nonfarm payrolls is +65,000, accompanied by a median unemployment-rate forecast of 4.3% [^].
According to Kalshi-trader coverage related to the April 2026 jobs report, there was roughly a 50% chance of ≥66,000 jobs and about an 81% chance of a positive jobs number, while only ~30% probability was given to a ≥100,000 “big beat” [^] . Polymarket bucket pricing for “How many jobs added in April?” showed the “50k–100k” bucket as leading at 30%, with the “0–50k” bucket also sizable at 23%, which was used as a bearish tail scenario framing [^].
In terms of market directionality, a higher-than-expected nonfarm payroll (NFP) print is commonly treated as bullish, while a lower-than-expected print is viewed as bearish. This reaction is attributed to the impact on near-term Fed-rate expectations and asset pricing sensitivity [^][^].

Key Dates & Catalysts

  • Expiration: May 15, 2026
  • Closes: May 08, 2026

11. Decision-Flipping Events

  • Trigger: The Employment Situation for April 2026, including April nonfarm payrolls, is scheduled for release on May 8, 2026 at 8:30 a.m.
  • Trigger: ET [^] [^] .
  • Trigger: FactSet’s median forecast for April 2026 total nonfarm payrolls is +65,000, accompanied by a median unemployment-rate forecast of 4.3% [^] .
  • Trigger: According to Kalshi-trader coverage related to the April 2026 jobs report, there was roughly a 50% chance of ≥66,000 jobs and about an 81% chance of a positive jobs number, while only ~30% probability was given to a ≥100,000 “big beat” [^] .

13. Historical Resolutions

Historical Resolutions: 15 markets in this series

Outcomes: 14 resolved YES, 1 resolved NO

Recent resolutions:

  • KXUSNFP-26APR03-T-90: YES (Apr 03, 2026)
  • KXUSNFP-26APR03-T90: YES (Apr 03, 2026)
  • KXUSNFP-26APR03-T-70: YES (Apr 03, 2026)
  • KXUSNFP-26APR03-T70: YES (Apr 03, 2026)
  • KXUSNFP-26APR03-T-50: YES (Apr 03, 2026)