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July 5, 2025Exploring Finance

Jobs: QCEW Shows 2024 Job Reports were the Biggest Overstatement in 15 years

The analysis below covers the Employment picture released on the first Friday of every month. While most of the attention goes to the Headline Report, it can be helpful to look at the details, revisions, and other reports to get a better gauge of what is really going on.

Current Trends

The jobs report showed a modest increase of 147k jobs. While that was a decent showing, the Household Survey only showed a gain 93k.

As can be seen below, the deviation in these two reports has been happening for a long time.

Figure: 1 Primary Report vs Household Survey – Monthly

For the year, the Household Survey is significantly higher due to the data anomaly in January. However, if we removed the data correction in January, the Household Survey would actually show a loss of 530k.

Figure: 2 Primary Report vs Household Survey – Annual

Switching to the headline report…

The BLS publishes the data behind their Birth/Death assumptions (formation of new business). In June, there were 24k jobs assumed into existence. This is on the heels of April and May that assumed 590k jobs into existence so it was good to see a more reasonable number in the report.

Figure: 3 Primary Unadjusted Report with Birth Death Assumptions – Monthly

For the year, the birth death assumption is positive against a negative number for actuals (-62k).

Figure: 4 Primary Unadjusted Report with Birth Death Assumptions – Monthly

There is another report published by the BLS called the Quarterly Census of Employment and Wages (QCEW). According to the BLS, this is a far more accurate and rigorous report covering 95% of jobs available at a highly detailed level. Due to the rigor, the report is released quarterly on a several month lag.

The latest report is for Q4 2024. As shown, October and December were big underperformers relative to the standard jobs report.

Figure: 5 Primary Report vs QCEW – Yearly

The chart below sums up everything you need to know about the Headline Report. Compared to the more accurate QCEW, the QCEW was 43% below the Headline Report! For context the next biggest miss was in 2016 where the QCEW was 17.5% below. 2024 was more than double the next closest miss!

Figure: 6 Primary Report vs QCEW – Yearly

Digging Into the Headline Report

The 147k jobs number was accompanied by a drop in the unemployment rate to 4.1%.

Figure: 7 Change by sector

Jobs by Category

When looking over the last 12-month trend, only two categories were above trend.

Figure: 8 Current vs TTM

The table below shows a detailed breakdown of the numbers. The table also shows that the Government numbers were negative at the federal level and positive at a state and local level.

Figure: 9 Labor Market Detail

Revisions

The chart below shows how the jobs data has been revised. So far, every month this year has been revised lower by a significant margin.

Figure: 10 Revisions

Over the last twelve months, jobs have been revised down by about 20.1k per month and revised lower by 13.7k over the last three months!

Figure: 11 Revisions

More Detail in the Household Survey

Another level of detail in the Household report shows full-time vs part-time job holders. This month shows that full-time jobs were gained while part-time were lost.

Figure: 12 Full Time vs Part Time

Historical Perspective

The chart below shows data going back to 1955.

Figure: 13 Historical Labor Market

The labor force participation rate is still well below the highs before the Global Financial Crisis. This month it increased slightly to 62.3%.

Figure: 14 Labor Market Distribution

Conclusion

No doubt, the two major takeaways from this report are:

  1. The more accurate QCEW shows a very different picture for 2024
  2. The Household Report continues to come in much weaker than the Headline Report

When looking at a slightly weak jobs report, these two additional facts point to a much bleaker job picture than what is being presented on the surface.

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