In August 2026, US nonfarm payrolls rose by 162,000 against a Dow Jones consensus forecast of just 53,000, while July 2026 payrolls missed forecasts entirely, falling by 23,000 against an 83,000 forecast. The Job Forecast vs Actual Statistics in US 2026 data set confirms that monthly payroll forecasts have missed the actual print in five of the first eight months of the year, with swings as wide as 145,000 jobs between what economists projected and what the Bureau of Labor Statistics reported.
Job Forecast vs Actual Statistics in US 2026
The Job Forecast vs Actual Statistics in US 2026 picture is one of the most volatile labor market stories in recent memory. Wall Street economists, surveyed monthly by Dow Jones and FactSet, build their nonfarm payroll forecast models around ADP private payroll data, weekly jobless claims, and ISM employment indexes. Yet 2026 has repeatedly broken that model. January payrolls beat forecasts by 60,000. February missed by more than 140,000, printing negative for the first time in months. March and April both surprised to the upside. June and July collapsed well below expectations, and August then swung back to a 109,000 beat. For readers in the US, UK, Canada, and Australia tracking labor market direction as a leading signal for interest rates, currency moves, and hiring plans, this forecast-versus-actual gap has become the story itself.
This report walks through every 2026 payroll release month by month, compares forecast nonfarm payrolls against the actual BLS print, tracks the unemployment rate surprise alongside it, and breaks down which sectors drove the biggest misses. It also places the US labor market results next to comparable payroll forecast vs actual data from the UK, Canada, and Australia, since all four economies have seen unusually wide forecasting errors this year. Every figure below is sourced from the Bureau of Labor Statistics, Dow Jones economist surveys, FactSet consensus panels, and national statistical agencies abroad.
Interesting Facts
| Metric | 2026 Data Point |
|---|---|
| Biggest payroll beat | August: +162,000 actual vs +53,000 forecast (+109,000 surprise) |
| Biggest payroll miss | February: -92,000 actual vs +50,000 forecast (-142,000 surprise) |
| Sharpest single-month unemployment jump | February 2026: rate rose to 4.4% vs 4.3% forecast |
| Largest combined two-month upward revision | March-April: revised up by 93,000 combined |
| Months with negative payroll prints | 2 of first 8 months (February, July) |
| 12-month average job gain (as of July) | Just 34,000 per month |
| UK employment change surprise (July 2026) | +147,000 actual vs +85,000 forecast |
| Canada’s biggest 2026 miss | August: -41,700 actual vs +15,000 forecast |
The Interesting Facts table above captures how unstable the 2026 job forecast vs actual statistics trend has been across nearly every major English-speaking labor market. What stands out is not just the size of individual misses but their direction changing from month to month — a pattern that economists call “low-hire, low-fire,” where companies are neither aggressively cutting staff nor meaningfully expanding headcount. That stalemate makes payroll forecasting unusually difficult because small shifts in hiring or firing decisions produce outsized swings relative to a shrinking baseline of monthly job creation.
A second theme in the table is how frequently initial payroll prints get revised well after the headline number moves markets. The March-April combined upward revision of 93,000 jobs shows that the number traders react to on release day is often not the number that ends up in the historical record months later. For readers comparing US data against the UK, Canada, and Australia, the same revision pattern shows up abroad, reinforcing that 2026’s forecasting difficulty is not a uniquely American phenomenon.
Monthly Nonfarm Payroll Forecast vs Actual Results in US 2026
| Month 2026 | Forecast (Dow Jones) | Actual (Initial BLS Print) | Surprise (Jobs) |
|---|---|---|---|
| January | 70,000 | 130,000 | +60,000 |
| February | 50,000 | -92,000 | -142,000 |
| March | 60,000 | 178,000 | +118,000 |
| April | 55,000 | 115,000 | +60,000 |
| June | 115,000 | 57,000 | -58,000 |
| July | 83,000 | -23,000 | -106,000 |
| August | 53,000 | 162,000 | +109,000 |
Data source: U.S. Bureau of Labor Statistics, Employment Situation news releases; Dow Jones economist consensus surveys, 2026.
The nonfarm payroll forecast vs actual table shows a labor market that refuses to settle into a predictable pattern. Four of the seven reported months beat consensus, often by triple-digit thousands, while three missed just as sharply. February’s -92,000 print stands out because it broke a streak of positive job growth and coincided with a healthcare-sector strike that pulled tens of thousands of workers off payrolls temporarily. July’s unexpected decline of 23,000 came from a 53,000 drop in government payrolls alongside softness in retail and leisure hiring, even as private payrolls still grew by 30,000 for the month.
August’s rebound to 162,000, nearly triple the forecast, illustrates how quickly sentiment can flip. Economists had built their 53,000 forecast around a 12-month average job gain of just 34,000, reflecting a genuinely weak summer stretch. When food services, drinking places, and local government education all posted strong gains simultaneously, the headline number blew past every model. This kind of clustering, where several sectors surprise in the same direction during the same month, is exactly what makes payroll forecast accuracy so difficult to maintain across a full calendar year.
Unemployment Rate Forecast vs Actual Statistics in US 2026
| Month 2026 | Unemployment Forecast | Unemployment Actual | Direction |
|---|---|---|---|
| February | 4.3% | 4.4% | Worse than forecast |
| March | 4.4% | 4.3% | Better than forecast |
| April | 4.3% | 4.3% | Matched forecast |
| June | 4.3% | 4.2% | Better than forecast |
| July | 4.2% | 4.1% | Better than forecast |
| August | 4.1% | 4.1% | Matched forecast |
Data source: U.S. Bureau of Labor Statistics, Current Population Survey; Dow Jones consensus estimates, 2026.
The unemployment rate forecast vs actual comparison tells a somewhat different story than payrolls do. Even when payroll counts missed badly, the jobless rate stayed close to expectations most months, and in several cases came in lower than forecast. That gap between a weak payroll print and a stable or falling unemployment rate is explained by the labor force participation rate, which fell to 61.4% in July, its lowest level in more than five years. When fewer people are actively looking for work, they stop counting as unemployed even if they never got hired, which mechanically keeps the jobless rate from spiking the way payroll misses might suggest.
This divergence matters for anyone reading the US labor market 2026 headlines without checking both numbers. A falling unemployment rate paired with weak payroll growth is not necessarily good news — it can reflect discouraged workers leaving the labor force rather than genuine hiring strength. Economists like Nicole Bachaud at ZipRecruiter have flagged this exact pattern, noting that the labor market is “not out of the woods” despite headline unemployment figures that look stable on the surface.
Sector-Wise Job Growth Forecast vs Actual Results 2026
| Sector | Best Month 2026 | Jobs Added/Lost | Trend |
|---|---|---|---|
| Healthcare | January | +82,000 | Consistent growth leader |
| Food Services & Drinking Places | August | +59,000 | Sharp rebound |
| Local Government Education | August | +42,000 | Strong seasonal gain |
| Transportation & Warehousing | April | +30,000 | Couriers-driven |
| Construction | March | +26,000 | Weather rebound |
| Information (Tech/Media) | Multiple months | -13,000 to -20,000 | Persistent decline |
| Federal Government | Multiple months | -18,000 to -34,000 | Deferred resignation fallout |
Data source: U.S. Bureau of Labor Statistics, Establishment Survey by industry, 2026.
Sector data explains why the headline nonfarm payroll forecast vs actual numbers swing so widely from month to month. Healthcare has been the single most reliable job creator throughout 2026, adding tens of thousands of positions nearly every month even when the overall total came in negative. Ambulatory health care services alone contributed the bulk of those healthcare gains, offsetting weakness elsewhere in the economy. Construction has been more seasonal, with severe winter weather dragging February and early-year totals lower before a sharp March rebound as conditions normalized.
On the losing side, the information sector, which covers technology, publishing, and media companies, has shed jobs almost continuously through 2026, a trend widely tied to AI-driven efficiency investment reducing headcount needs in that industry. Federal government employment has also declined steadily, a direct consequence of deferred resignation offers accepted in 2025 that continued removing workers from payrolls well into the new year. These two persistent drags are part of why economists have struggled to forecast headline payroll growth accurately — they represent structural declines layered on top of an already unpredictable cyclical labor market.
Average Hourly Earnings Forecast vs Actual in US 2026
| Month 2026 | Wage Growth Forecast (MoM) | Wage Growth Actual (MoM) | Annual Wage Growth |
|---|---|---|---|
| April | 0.3% | 0.2% | 3.6% |
| June | 0.3% | 0.3% | 3.5% |
| July | 0.35% (implied) | ~0.1% | 3.2% |
| August | N/A | 0.3% | 3.1% |
Data source: U.S. Bureau of Labor Statistics, Average Hourly Earnings series, 2026.
Wage growth has cooled steadily through 2026, and this is arguably the most consistent trend in the entire job forecast vs actual statistics in US data set. Annual wage growth slid from 3.6% in April to 3.1% in August, tracking a broader softening in labor demand even during months when payroll counts beat forecasts. July’s wage figure was especially weak, rising just two cents for the month and pulling the 12-month rate down to 3.2%, the lowest annual pace since May 2021.
This slowdown matters because wage growth feeds directly into Federal Reserve policy decisions. A labor market that adds jobs above forecast, as August did, while simultaneously showing decelerating wage pressure sends a mixed signal to policymakers. Some officials read the payroll beat as reason to consider a rate hike, while the cooling wage trend argues for the opposite. That tension, visible directly in the monthly forecast-versus-actual gap, is a central reason the Federal Reserve has remained split on its next move throughout the back half of 2026.
Payroll Revision Trends and Forecast Accuracy 2026
| Revision Window | Combined Change | Direction |
|---|---|---|
| November-December 2025 | -17,000 | Revised lower |
| March-April 2026 | +93,000 | Revised higher |
| June-July 2026 | +55,000 | Revised higher |
| May 2026 (standalone) | -66,000 | Revised lower |
Data source: U.S. Bureau of Labor Statistics, monthly Employment Situation revision notes, 2026.
Payroll revisions have played an outsized role in 2026’s forecasting confusion. The initial May print of 129,000 jobs was later revised all the way down to just 63,000, a 66,000-job correction that fundamentally changed how economists read the spring labor market in hindsight. Meanwhile, the initially reported July loss of 23,000 jobs was eventually revised into a 21,000 gain, meaning the headline that moved markets on release day was, within two months, shown to have the wrong sign entirely.
These swings explain why professional forecasters caution against reacting too strongly to any single headline print. The BLS itself notes that revisions come from additional survey responses received after the initial deadline and from recalculated seasonal adjustment factors, not from data errors. For readers tracking job forecast vs actual statistics, the practical lesson is that the “actual” number reported on the first Friday of each month is really a preliminary estimate, and the true picture of hiring in any given month often only becomes clear two to three months later. You can review the unemployment rate in US 2025 and 2026 trend data to see how this same revision pattern shows up in the jobless rate series as well.
UK, Canada & Australia Payroll Forecast vs Actual Results 2026
| Country/Month | Forecast | Actual | Surprise |
|---|---|---|---|
| UK (July, 3M/3M) | +85,000 | +147,000 | +62,000 |
| Canada (July) | +15,000 | +75,000 | +60,000 |
| Canada (August) | +15,000 | -41,700 | -56,700 |
| Australia (June) | +15,000 | +76,300 | +61,300 |
| Australia (July) | +11,700 | -15,800 | -27,500 |
Data source: Office for National Statistics (UK); Statistics Canada Labour Force Survey; Australian Bureau of Statistics, 2026.
The Job Forecast vs Actual Statistics pattern seen in the US is not isolated. The UK employment change figure for the three months to July beat forecasts by 62,000, while Canada’s economy swung from a 60,000-job beat in July to a 56,700-job miss just one month later in August, when the country unexpectedly lost 41,700 positions against a forecast gain of 15,000. Statistics Canada attributed that reversal partly to a 20,000-job decline in the public sector, marking a third consecutive monthly public-sector contraction, while wage growth for permanent employees slowed sharply to just 2.0% year-over-year, missing the 3.0% consensus forecast. Readers can find deeper context in this Canada employment statistics breakdown, which tracks the same monthly forecast-to-actual swings across the full year.
Australia showed an equally volatile pattern, jumping from a 76,300-job gain in June, nearly five times the forecast, to a 15,800-job loss in July that missed expectations for a modest gain. The Reserve Bank of Australia has cited this instability as a factor complicating its own rate-setting decisions, much like the Federal Reserve has in the US. Combined, these results confirm that 2026 has been a genuinely difficult year for labor economists across every major English-speaking economy, not just American forecasters. For US readers specifically watching company-level headcount reductions rather than the aggregate payroll figures, the layoffs statistics in the US report offers a complementary view of where job losses are concentrated by employer and industry.
Job Forecast vs Actual Statistics in US 2026: Frequently Asked Questions
What was the biggest nonfarm payroll surprise in 2026?
August 2026 produced the largest positive surprise, with payrolls rising 162,000 against a forecast of just 53,000, a gap of 109,000 jobs. February 2026 produced the largest negative surprise, missing by 142,000 jobs when the economy lost 92,000 positions instead of gaining the forecast 50,000.
Why do nonfarm payroll forecasts miss so often in 2026?
Forecasters rely on ADP private payroll data, jobless claims, and ISM employment indexes, but 2026’s “low-hire, low-fire” labor market has made small shifts in hiring decisions produce unusually large swings relative to a shrinking monthly baseline. Sector-specific shocks, including a healthcare strike in February and steep AI-related information-sector job losses, have added further unpredictability.
Is the US unemployment rate rising or falling in 2026?
The unemployment rate has moved in a narrow band between 4.1% and 4.4% through August 2026, generally trending lower since the February peak even as payroll growth stayed inconsistent. Much of that decline reflects a falling labor force participation rate rather than robust hiring.
How often are nonfarm payroll numbers revised after release?
Nearly every month sees some revision to the prior two months’ figures. In 2026, the March-April period was revised up by a combined 93,000 jobs, while May alone was revised down by 66,000, showing that initial headline prints can change substantially within two to three months.
Which industries added the most jobs in the US during 2026?
Healthcare has been the most consistent job creator all year, frequently adding 30,000 to 80,000 positions monthly. Food services and drinking places and local government education both posted standout gains in August 2026.
Which industries lost the most jobs in the US during 2026?
The information sector, covering technology and media companies, has shed jobs almost every month of 2026, a trend tied to AI-driven efficiency investment. Federal government payrolls have also declined steadily due to the lingering effects of 2025’s deferred resignation program.
How does the UK’s 2026 job forecast accuracy compare to the US?
The UK has shown a similar pattern of large forecast misses, with July 2026’s three-month employment change beating forecasts by 62,000, a gap comparable in scale to the biggest US surprises this year.
Did Canada or Australia see bigger job forecast misses than the US in 2026?
Canada and Australia both experienced swings between large beats and large misses within consecutive months, mirroring the volatility seen in US data. Canada’s August 2026 miss of 56,700 jobs and Australia’s July 2026 miss of 27,500 jobs were both proportionally larger relative to their smaller labor forces than most US misses this year.
What does wage growth data show about the strength of the 2026 labor market?
Average hourly earnings growth slowed from 3.6% annually in April to 3.1% in August 2026, suggesting cooling labor demand even in months when payroll counts beat forecasts. This divergence between strong headline job counts and weakening wage growth has kept the Federal Reserve split on interest rate policy.
Where can I find the next US jobs report release date?
The Bureau of Labor Statistics publishes the Employment Situation report on the first Friday of nearly every month at 8:30 a.m. ET, with the September 2026 report scheduled for October 2, 2026.
Disclaimer: This research report is compiled from publicly available sources. While reasonable efforts have been made to ensure accuracy, no representation or warranty, express or implied, is given as to the completeness or reliability of the information. We accept no liability for any errors, omissions, losses, or damages of any kind arising from the use of this report.