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

SchiffGold US Debt Employment

Headline report continues to diverge from the Household Survey and QCEW

Exploring Finance https://exploringfinance.github.io/
07-03-2025

This article first appeared on SchiffGold.

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.

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.

Monthly Average Change

Total % Change

Category

Total Employed

Current Month

3 Months

12 Months

3 years

Current Month

3 Months

12 Months

3 years

Private Sector

Construction

8,324

15

7.0

10.1

15.7

0.2%

0.3%

1.5%

6.8%

Education Health

27,342

51

73.0

73.2

85.4

0.2%

0.8%

3.2%

11.2%

Financial

9,256

3

6.0

7.4

5.5

0.0%

0.2%

1.0%

2.1%

Information

2,947

3

3.0

-0.5

-3.7

0.1%

0.3%

-0.2%

-4.5%

Leisure Hospitality

17,043

20

22.3

21.7

35.1

0.1%

0.4%

1.5%

7.4%

Manufacturing

12,750

-7

-4.7

-7.4

-0.5

-0.1%

-0.1%

-0.7%

-0.1%

Mining and Logging

621

-2

-1.0

-0.2

0.3

-0.3%

-0.5%

-0.3%

1.9%

Other Services

6,034

-5

0.7

5.0

9.9

-0.1%

0.0%

1.0%

5.9%

Prof Business

22,603

-7

6.7

-3.0

1.2

0.0%

0.1%

-0.2%

0.2%

Trade Trans Utils

29,106

3

1.7

15.0

12.1

0.0%

0.0%

0.6%

1.5%

Government

Government Federal

2,946

-7

-15.0

-4.5

2.6

-0.2%

-1.5%

-1.8%

3.2%

Government Local

15,172

33

28.3

21.4

27.9

0.2%

0.6%

1.7%

6.6%

Government State

5,580

47

21.7

12.6

13.2

0.8%

1.2%

2.7%

8.5%

Total

All

159,724

147

149.7

150.8

204.8

0.1%

0.3%

1.1%

4.6%

Values in 1,000s of workers. Data as of: Jun 2025. Total Employed = Entire size of the labor market.

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 9: 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!

3 Month Compare

12 Month Compare

3 Year Compare

Category

Current

As Of Published

Avg Month Diff

Current

As Of Published

Avg Month Diff

Current

As Of Published

Avg Month Diff

Private Sector

Construction

11

30

-6.3

121

176

-4.6

572

619

-1.3

Education Health

233

208

8.3

904

820

7.0

3,113

2,912

5.6

Financial

18

30

-4.0

94

109

-1.2

202

267

-1.8

Information

4

5

-0.3

-9

0

-0.8

-115

17

-3.7

Leisure Hospitality

92

92

0.0

232

355

-10.2

1,349

1,584

-6.5

Manufacturing

-6

-16

3.3

-92

-69

-1.9

18

146

-3.6

Mining and Logging

-2

-2

0.0

-1

-4

0.2

23

23

0.0

Other Services

24

3

7.0

76

60

1.3

370

322

1.3

Prof Business

16

-8

8.0

-46

13

-4.9

114

702

-16.3

Trade Trans Utils

-6

39

-15.0

168

208

-3.3

517

707

-5.3

Government

Government Federal

-49

-38

-3.7

-45

-34

-0.9

90

86

0.1

Government Local

68

67

0.3

234

225

0.8

994

848

4.1

Government State

19

53

-11.3

113

131

-1.5

438

334

2.9

Total

All

422

463

-13.7

1,749

1,990

-20.1

7,685

8,567

-24.5

Values in 1,000s of workers. Because this data is focused on revisions, it is as of the month prior: May 2025. "Current" shows the change in employment after revisions. "As Of Published" shows change in employment at time of release. "Avg Month Diff" shows the average monthly change from the 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 10: Full Time vs Part Time

Historical Perspective

The chart below shows data going back to 1955.

Figure 11: 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 12: 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.