ADP hiring rebounds, Challenger layoffs remain stable, and non-farm payrolls are stable?
2026-06-04 21:21:40
Tomorrow, the U.S. Bureau of Labor Statistics will release its highly anticipated official non-farm payrolls report.
With the Federal Reserve's policy uncertain and inflationary pressures still unresolved, this report will be a crucial piece of the puzzle for understanding the underlying state of the US macroeconomy.
Combining the several leading indicators released this week, this non-farm payrolls report presents a "mixture of ice and fire" pattern that is very characteristic of our times.
As the most direct "weathervane" for non-farm payrolls, the ADP private sector job growth report released on Wednesday delivered a stunning result, recording 122,000 new jobs, significantly better than the market expectation of 110,000.
More significantly, this recruitment drive has completely broken the previous awkward situation where education and healthcare were the only sectors supporting the economy. Small and micro enterprises and large enterprises are working together, and multiple sectors such as commerce and logistics, and public utilities are flourishing.
The chief economist commented that this unprecedented industry-wide absorption capacity means that companies are gradually moving away from the conservative strategy of strictly controlling recruitment at the beginning of the year. With the arrival of the summer peak season for labor demand, the labor market remains solid, injecting a strong boost into the optimistic performance of tomorrow's official non-farm payrolls report.
However, in stark contrast to ADP's enthusiastic report was Challenger's layoff report, which was just released on June 4.
Data shows that in May, US companies announced 97,006 layoffs, a 16% increase month-on-month, marking the highest figure for the same period since the COVID-19 pandemic began in 2020.
In the first five months of 2026, companies across the United States disclosed a total of 397,755 layoffs, a significant decrease of 43% compared to 696,309 layoffs in the same period of 2025. The extremely high base in 2025 was mainly due to large-scale reductions in federal government staffing.
However, excluding this one-off disruptive factor, the number of layoffs in the first five months of 2026 is basically the same as the 385,859 people laid off in the same period of 2024.
Beyond the surface of the data, the main reason for this round of layoffs is by no means "a complete economic collapse," but rather the industry shakeout brought about by technological transformation—in May, the proportion of layoffs affected by AI iteration surged from 7% at the beginning of the year to 40%, with the technology and transportation industries becoming the hardest hit.
This structural reshuffling, characterized by "drastically cutting traditional jobs on one hand and aggressively recruiting advanced AI talent on the other," has created an unprecedentedly polarized job market and foreshadowed changes in the official unemployment rate.
Looking back at last month's non-farm payrolls data, the market staged a textbook-perfect "reversal."
At the time, Wall Street was overly pessimistic about high interest rates and a wave of layoffs, and its forecast was lowered all the way down to a low of $75,000. However, the final value unexpectedly soared to $123,000.
The reason why last month's data could ignore the high expectations of 186,000 in the early stage and rebound strongly in the face of pessimistic predictions is essentially because analysts underestimated the hiring resilience of the "capillaries" of the real economy (especially small and medium-sized enterprises), and there is a time lag between the "official announcement of layoffs" and actual unemployment, while the onboarding of new positions is realized immediately.
Last month's experience reminds us that during the current period of structural turbulence, we should not blindly underestimate the resilience of the US job market at its core.
Market analysts generally predict that non-farm payrolls will increase by approximately 96,000 jobs tomorrow.
In summary, supported by the better-than-expected rebound in ADP and the resilient tone of last month's non-farm payrolls, the probability of a major "disaster" in tomorrow's official data is low, and it is highly likely that the steady upward trend will continue.
However, even with positive employment figures, household spending remains under pressure due to a 3.8% annualized inflation rate that has led to negative real wages.
If tomorrow's non-farm payrolls continue to rise, it will certainly prove that the economy is not in recession, but it is also very likely to completely dispel the Federal Reserve's concerns about cutting interest rates in the short term.
In this AI-driven, transformative restructuring cycle, the market is watching closely to see whether tomorrow's data will be a "cure" for the economy or a "lifeline" for the interest rate hike cycle.
(A list of leading indicators for non-farm payroll data, source: FX678)
With the Federal Reserve's policy uncertain and inflationary pressures still unresolved, this report will be a crucial piece of the puzzle for understanding the underlying state of the US macroeconomy.
Combining the several leading indicators released this week, this non-farm payrolls report presents a "mixture of ice and fire" pattern that is very characteristic of our times.
ADP Private Sector Employment Shows Widespread Recovery: Multiple Areas of Growth Provide Confidence for the Bulls
As the most direct "weathervane" for non-farm payrolls, the ADP private sector job growth report released on Wednesday delivered a stunning result, recording 122,000 new jobs, significantly better than the market expectation of 110,000.
More significantly, this recruitment drive has completely broken the previous awkward situation where education and healthcare were the only sectors supporting the economy. Small and micro enterprises and large enterprises are working together, and multiple sectors such as commerce and logistics, and public utilities are flourishing.
The chief economist commented that this unprecedented industry-wide absorption capacity means that companies are gradually moving away from the conservative strategy of strictly controlling recruitment at the beginning of the year. With the arrival of the summer peak season for labor demand, the labor market remains solid, injecting a strong boost into the optimistic performance of tomorrow's official non-farm payrolls report.
Challenger layoffs hit a post-pandemic high: AI is ruthlessly reshuffling the industry.
However, in stark contrast to ADP's enthusiastic report was Challenger's layoff report, which was just released on June 4.
Data shows that in May, US companies announced 97,006 layoffs, a 16% increase month-on-month, marking the highest figure for the same period since the COVID-19 pandemic began in 2020.
In the first five months of 2026, companies across the United States disclosed a total of 397,755 layoffs, a significant decrease of 43% compared to 696,309 layoffs in the same period of 2025. The extremely high base in 2025 was mainly due to large-scale reductions in federal government staffing.
However, excluding this one-off disruptive factor, the number of layoffs in the first five months of 2026 is basically the same as the 385,859 people laid off in the same period of 2024.
Beyond the surface of the data, the main reason for this round of layoffs is by no means "a complete economic collapse," but rather the industry shakeout brought about by technological transformation—in May, the proportion of layoffs affected by AI iteration surged from 7% at the beginning of the year to 40%, with the technology and transportation industries becoming the hardest hit.
This structural reshuffling, characterized by "drastically cutting traditional jobs on one hand and aggressively recruiting advanced AI talent on the other," has created an unprecedentedly polarized job market and foreshadowed changes in the official unemployment rate.
Learning from the Past: Lessons from Last Month's Dramatic Reversal in Non-Farm Payrolls
Looking back at last month's non-farm payrolls data, the market staged a textbook-perfect "reversal."
At the time, Wall Street was overly pessimistic about high interest rates and a wave of layoffs, and its forecast was lowered all the way down to a low of $75,000. However, the final value unexpectedly soared to $123,000.
The reason why last month's data could ignore the high expectations of 186,000 in the early stage and rebound strongly in the face of pessimistic predictions is essentially because analysts underestimated the hiring resilience of the "capillaries" of the real economy (especially small and medium-sized enterprises), and there is a time lag between the "official announcement of layoffs" and actual unemployment, while the onboarding of new positions is realized immediately.
Last month's experience reminds us that during the current period of structural turbulence, we should not blindly underestimate the resilience of the US job market at its core.
Conclusion and Outlook
Market analysts generally predict that non-farm payrolls will increase by approximately 96,000 jobs tomorrow.
In summary, supported by the better-than-expected rebound in ADP and the resilient tone of last month's non-farm payrolls, the probability of a major "disaster" in tomorrow's official data is low, and it is highly likely that the steady upward trend will continue.
However, even with positive employment figures, household spending remains under pressure due to a 3.8% annualized inflation rate that has led to negative real wages.
If tomorrow's non-farm payrolls continue to rise, it will certainly prove that the economy is not in recession, but it is also very likely to completely dispel the Federal Reserve's concerns about cutting interest rates in the short term.
In this AI-driven, transformative restructuring cycle, the market is watching closely to see whether tomorrow's data will be a "cure" for the economy or a "lifeline" for the interest rate hike cycle.
(A list of leading indicators for non-farm payroll data, source: FX678)
- Risk Warning and Disclaimer
- The market involves risk, and trading may not be suitable for all investors. This article is for reference only and does not constitute personal investment advice, nor does it take into account certain users’ specific investment objectives, financial situation, or other needs. Any investment decisions made based on this information are at your own risk.
