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October and November Jobs Data Give Mixed Picture of the Labor Market

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Because of the federal government shutdown from October 1 to November 12, the regular release by the Bureau of Labor Statistics (BLS) of its monthly “Employment Situation” report (often called the “jobs report”) has been disrupted. The jobs report usually has two estimates of the change in employment during the month: one estimate from the establishment survey, often referred to as the payroll survey, and one from the household survey. As we discuss in Macroeconomics, Chapter 9, Section 9.1 (Economics, Chapter 19, Section 19.1), many economists and Federal Reserve policymakers believe that employment data from the establishment survey provide a more accurate indicator of the state of the labor market than do the household survey’s employment data and unemployment data. (The groups included in the employment estimates from the two surveys are somewhat different, as we discuss in this post.)

Today, the BLS released a jobs report that has data from the payroll survey for both October and November, but data from the household survey only for November. Because of the government shutdown, the household survey for October wasn’t conducted.

According to the establishment survey, there was a net decrease of 105,000 nonfarm jobs in October and a net increase of 64,000 nonfarm jobs in November. The increase for November was above the increase of 40,000 that economists surveyed by FactSet had forecast. Economists surveyed by the Wall Street Journal had forecast a net increase of 45,000 jobs. The BLS revised downward by a combined 33,000 jobs its previous estimates of employment in August and September. (The BLS notes that: “Monthly revisions result from additional reports received from businesses and government agencies since the last published estimates and from the recalculation of seasonal factors.”)

The following figure from the jobs report shows the net change in nonfarm payroll employment for each month in the last two years. The figure illustrates that, as the BLS notes in the report, nonfarm payroll employment “has shown little net change since April.” The Trump administration announced sharp increases in U.S. tariffs on April 2. Media reports indicate that some firms have slowed hiring due to the effects of the tariffs or in anticipation of those effects. In addition, a sharp decline in immigration has slowed growth in the labor force.

The unemployment rate estimate relies on data collected in the household survey, so there id no unemployment estimate for October. As shown in the following figure, the unemployment rate increased from 4.4 percent in September to 4.6 percent in November, the highest rate since September 2021. The unemployment rate is above the 4.4 percent rate economists surveyed by FactSet had forecast. The unemployment rate had been remarkably stable, staying between 4.0 percent and 4.2 percent in each month from May 2024 to July 2025, before breaking out of that range in August. The Federal Open Market Committee’s current estimate of the natural rate of unemployment—the normal rate of unemployment over the long run—is 4.2 percent. So, unemployment is now well above the natural rate. (We discuss the natural rate of unemployment in Macroeconomics, Chapter 9 and Economics, Chapter 19.)

As the following figure shows, the monthly net change in jobs from the household survey moves much more erratically than does the net change in jobs from the establishment survey. As measured by the household survey, there was a net increase of 96,000 jobs from September to November. In the payroll survey, there was a net decrease in of 41,000 jobs from September to November. In any particular month, the story told by the two surveys can be inconsistent. In this case, we are measuring the change in jobs over a two month interval because there is no estimate from the household survey of employment in October. Over that two month period the household survey is showing more strength in the labor market than is the payroll survey. (In this blog post, we discuss the differences between the employment estimates in the two surveys.)

The household survey has another important labor market indicator: the employment-population ratio for prime age workers—those workers aged 25 to 54. In November the ratio was 80.6 percent, down slightly from 80.7 in September. (Again, there is no estimate for October.) The prime-age employment-population ratio is somewhat below the high of 80.9 percent in mid-2024, but is still above what the ratio was in any month during the period from January 2008 to February 2020. The continued high levels of the prime-age employment-population ratio indicates some continuing strength in the labor market.

The Trump Administration’s layoffs of some federal government workers are clearly shown in the estimate of total federal employment for October, when many federal government employees exhausted their severance pay. (The BLS notes that: “Employees on paid leave or receiving ongoing severance pay are counted as employed in the establishment survey.”) As the following figure shows, there was a decline federal government employment of 162,000 in October, with an additional decline of 6,000 In November. The total decline since the beginning of February 2025 is 271,000. At this point, we can say that the decline in federal employment has had a significant effect on the overall labor market and may account for some of the rise in the unemployment rate.

The establishment survey also includes data on average hourly earnings (AHE). As we noted in this post, many economists and policymakers believe the employment cost index (ECI) is a better measure of wage pressures in the economy than is the AHE. The AHE does have the important advantage of being available monthly, whereas the ECI is only available quarterly. The following figure shows the percentage change in the AHE from the same month in the previous year. The AHE increased 3.5 percent in November, down from 3.7 percent in October.

The following figure shows wage inflation calculated by compounding the current month’s rate over an entire year. (The figure above shows what is sometimes called 12-month wage inflation, whereas this figure shows 1-month wage inflation.) One-month wage inflation is much more volatile than 12-month wage inflation—note the very large swings in 1-month wage inflation in April and May 2020 during the business closures caused by the Covid pandemic. In November, the 1-month rate of wage inflation was 1.6 percent, down from 5.4 percent in October. This slowdown in wage growth may be an indication of a weakening labor market. But one month’s data from such a volatile series may not accurately reflect longer-run trends in wage inflation.

What effect might today’s jobs report have on the decisions of the Federal Open Market Committee (FOMC) with respect to setting its target range for the federal funds rate? Today’s jobs report provides a mixed take on the state of the labor market with very slow job growth—although the large decline in federal employment is a confounding factor—a continued high employment-population ratio for prime age workers, and slowing wage growth.

Surprisingly Strong September Jobs Report

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If not for the shutdown of the federal government, the Bureau of Labor Statistics (BLS) would have already released its “Employment Situation” report (often called the “jobs report”) for September and October by now. The September jobs report was released today based largely on data collected before the shutdown.

The jobs report has two estimates of the change in employment during the month: one estimate from the establishment survey, often referred to as the payroll survey, and one from the household survey. As we discuss in Macroeconomics, Chapter 9, Section 9.1 (Economics, Chapter 19, Section 19.1), many economists and Federal Reserve policymakers believe that employment data from the establishment survey provide a more accurate indicator of the state of the labor market than do the household survey’s employment data and unemployment data. (The groups included in the employment estimates from the two surveys are somewhat different, as we discuss in this post.)

Because the household survey wasn’t conducted in October, the data in the October report that relies on the household survey won’t be included when the BLS releases establishment employment data for October on December 16. The data for September released today showed the labor market was stronger than expected in that month.

According to the establishment survey, there was a net increase of 119,00 nonfarm jobs during September. This increase was well above the increase of 50,000 that economists surveyed by FactSet had forecast. Economists surveyed by the Wall Street Journal had also forecast a net increase of 50,000 jobs. The relatively large increase in employment in September was partially offset by the BLS revising downward by a combined 33,000 jobs its previous estimates of employment in July and August. The estimate for August was revised from a net gain of 22,000 to a net loss of 4,000. (The BLS notes that: “Monthly revisions result from additional reports received from businesses and government agencies since the last published estimates and from the recalculation of seasonal factors.”)

The following figure from the jobs report shows the net change in nonfarm payroll employment for each month in the last two years. The figure makes clear the striking deceleration in job growth beginning in May. The Trump administration announced sharp increases in U.S. tariffs on April 2. Media reports indicate that some firms have slowed hiring due to the effects of the tariffs or in anticipation of those effects.

As shown in the following figure, the unemployment rate increased from 4.3 percent in August to 4.4 percent in September, the highest rate since October 2021. The unemployment rate is above the 4.3 percent rate economists surveyed by FactSet had forecast. The unemployment rate had been remarkably stable, staying between 4.0 percent and 4.2 percent in each month from May 2024 to July 2025, before breaking out of that range in August. In September, the members of the Federal Open Market Committee (FOMC) forecast that the unemployment rate during the fourth quarter of 2025 would average 4.5 percent. The FOMC’s current estimate of the natural rate of unemployment—the normal rate of unemployment over the long run—is 4.2 percent. (We discuss the natural rate of unemployment in Macroeconomics, Chapter 9 and Economics, Chapter 19.)

Each month, the Federal Reserve Bank of Atlanta estimates how many net new jobs are required to keep the unemployment rate stable. Given slower growth in the working-age population due to the aging of the U.S. population and a sharp decline in immigration, the Atlanta Fed currently estimates that the economy would have to create 111,878 net new jobs each month to keep the unemployment rate stable at 4.4 percent. If this estimate is accurate, if the average monthly net job increase from May through September of 38,600 were to continue, the result would be a rising unemployment rate.

As the following figure shows, the monthly net change in jobs from the household survey moves much more erratically than does the net change in jobs from the establishment survey. As measured by the household survey, there was a net increase of 251,000 jobs in September, following a net increase of 288,000 jobs in August. As an indication of the volatility in the employment changes in the household survey note the very large swings in net new jobs in January and February. In any particular month, the story told by the two surveys can be inconsistent. as was the case in September with employment increasing much more in the household survey than in the employment survey. (In this blog post, we discuss the differences between the employment estimates in the two surveys.)

The household survey has another important labor market indicator: the employment-population ratio for prime age workers—those aged 25 to 54. In September the ratio was 80.7 percent, the same as in August. The prime-age employment-population ratio is somewhat below the high of 80.9 percent in mid-2024, but is still above what the ratio was in any month during the period from January 2008 to February 2020. The continued high levels of the prime-age employment-population ratio indicates strength in the labor market.

It is still unclear how many federal workers have been laid off since the Trump Administration took office. The establishment survey shows a decline in federal government employment of 3,000 in September and a total decline of 97,000 since the beginning of February 2025. However, the BLS notes that: “Employees on paid leave or receiving ongoing severance pay are counted as employed in the establishment survey.” It’s possible that as more federal employees end their period of receiving severance pay, future jobs reports may report a larger decline in federal employment. To this point, the decline in federal employment has had only a small effect on the overall labor market.

The following figure shows wage inflation calculated by compounding the current month’s rate over an entire year. (The figure above shows what is sometimes called 12-month wage inflation, whereas this figure shows 1-month wage inflation.) One-month wage inflation is much more volatile than 12-month wage inflation—note the very large swings in 1-month wage inflation in April and May 2020 during the business closures caused by the Covid pandemic. In September, the 1-month rate of wage inflation was 3.0 percent, down from 5.1 percent in August. This slowdown in wage growth may be an indication of a weakening labor market. But one month’s data from such a volatile series may not accurately reflect longer-run trends in wage inflation.

What effect might today’s jobs report have on the decisions of the Federal Reserve’s policymaking Federal Open Market Committee (FOMC) with respect to setting its target range for the federal funds rate? The minutes from the FOMC’s last meeting on October 28–29 indicate that committee members had “strongly differing views” over whether to cut the target range by 0.25 percentage point (25 basis points) at its next meeting on December 9–10 or to leave the target range unchanged.

One indication of expectations of future changes in the FOMC’s target for the federal funds rate comes from investors who buy and sell federal funds futures contracts. (We discuss the futures market for federal funds in this blog post.) A month ago, investors assigned a 98.8 percent probability of the committee cutting its target range to 3.50 percent to 3.75 percent at its December meeting. Since that time indications have increased that output and employment growth have continued to be relatively strong and that inflation is stuck above the Fed’s 2 percent annual target. This morning, as the following figure shows, investors assign a probability of 60. 4 percent to the committee keeping its target unchanged at 3.75 percent to 4.00 percent at the December meeting. Committee members will also release their Summary of Economic Projections (SEP) at that meeting. The SEP, along with Fed Chair Powell’s remarks at his press conference following the meeting, should provide additional information on the monetary policy path the committee intends to follow in the coming months.

The Macroeconomic Effects of a Federal Government Shutdown

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This morning (September 30), the federal government appears headed for a shutdown at midnight. As this handy explainer by David Wessel on the Brookings Institution website notes:

“… federal agencies cannot spend or obligate any money without an appropriation (or other approval) from Congress. When Congress fails to enact the 12 annual appropriation bills, federal agencies must cease all non-essential functions until Congress acts.

Government employees who provide what are deemed essential services, such as air traffic control and law enforcement, continue to work, but don’t get paid until Congress takes action to end the shutdown. All this applies only to the roughly 25% of federal spending subject to annual appropriation by Congress.”

A federal government shutdown can cause significant inconvenience to people who rely on nonessential government services. Federal government employees won’t receive paychecks nor will contractors supplying nonessential services, such as cleaning federal office buildings. Many federal government facilities, such as museums and national parks will be closed or will operate on reduced hours. It seems likely that the Bureau of Labor Statistics will not release on time its “Employment Situation Report” for September, which was due on Friday.

Apart from the effects just listed, how might a shutdown affect the broader economy? The most recent federal government shutdown occurred during the first Trump administration and lasted from December 22, 2018 to January 25, 2019. At the end of that shutdown, the Congressional Budget Office (CBO) prepared a report on its economic effects. The main conclusion of the report was that:

“In CBO’s estimation, the shutdown dampened economic activity mainly because of the loss of furloughed federal workers’ contribution to GDP, the delay in federal spending on goods and services, and the reduction in aggregate demand (which thereby dampened private-sector activity).”

Table 1 from the CBO report shows the effect of the shutdown on federal government expenditures. (Note that the CBO refers to the shutdown as being “partial” because, as in all federal government shutdowns, essential government services continued to be provided.)

Table 2 from the report shows the effects of the shutdown on real GDP.

Most of the macroeconomic effects of a government shutdown aren’t long lasting because most federal government spending that doesn’t occur during the shutdown is postponed rather than eliminated. When federal government employees return to work after the shutdown, they typically receive backpay for the time they were furloughed. The CBO estimates that the lasting effect of the shutdown on GDP was small “about $3 billion in forgone economic activity will not be recovered. That amount equals 0.02 percent of projected annual GDP in 2019.”

Will a federal government shutdown that begins at midnight tonight and lasts for a few weeks also have only a short-lived effect on the economy? That seems likely, although the Trump administration has indicated that if a shutdown occurs, some federal government employees will be fired rather than just furloughed. A significant reduction in federal employment could lead to a larger decrease in GDP that might persist for longer. The effect on the areas of Virginia and Maryland where most federal government workers live could be significant in the short run.