Today’s Bureau of Labor Statistics (BLS) jobs report provides the opportunity to look at 2019 as a whole and in comparison with previous years. As the recovery has strengthened over the last several years, we’ve generally seen improvements in most measures of the labor market: employment, unemployment, and wage growth. These measures tell a consistent story—an economy on its way to full employment, but not there yet. Wage growth continues to be the lagging indicator, which is not as strong as would be expected given the health of the labor market and actually slowed through much of 2019.

Payroll employment growth in December was 145,000, bringing average job growth in 2019 to 176,000. This is a bit softer than the 223,000 average for 2018, but still more than enough to keep up with growth in the working-age population and pull in thousands of workers off the sidelines every month.

For the first time in nearly 10 years, women’s share of payroll employment has just surpassed that of men’s. The figure below shows payroll employment for both men and women since 2000. From 2000 to 2007, men’s share of total employment was about 1–2% higher than women’s. In the recession, employment fell markedly in male-dominated professions—notably manufacturing and construction—and women’s share of employment rose in kind. Since 2010, women’s and men’s employment have both increased, with men’s growing faster than women’s initially. In the last couple of years, women’s payroll employment has grown just a bit faster than men’s.

We can turn again to a sector approach as one explanation for why women’s employment has now just surpassed men’s in December. Men make up 77% of employment in construction and manufacturing combined. Coincidentally, women make up 77% of employment in education and health services. Between 2018 and 2019, construction and manufacturing together increased by 356,000, but education and health services employment increased much more—by 603,000. Furthermore, manufacturing employment has faltered late in the year, helping women’s employment eke ahead of men’s in December.

It is important to note that in absolute terms the shares of men’s and women’s employment haven’t changed that dramatically. But, it holds true that women’s payroll employment is now 50.04% of the total, the first time it has been a majority since the depths of the (construction and manufacturing-led) Great Recession.

Turning to the household survey, the labor market continues to not only absorb population growth, but also chip away at the slack remaining in the labor market—namely workers who continue to be sidelined and who I expect will enter or re-enter the labor market as opportunities for jobs and better pay expand. As the unemployment rate has continued to fall between 2018 and 2019, labor force participation has increased as people re-enter the labor market and find jobs. Since December 2018, the unemployment rate dropped 0.4 percentage points (3.9% to 3.5%) while the employment-to-population ratio, or the share of the population with a job, rose 0.4 percentage points (60.6% to 61.0%). This means the unemployment rate over the last year fell for the right reasons—not because workers gave up looking, but because more would-be workers actually found jobs.

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The last Bureau of Labor Statistics (BLS) jobs report of 2019 comes out on Friday, giving us a chance to step back and look at how working people fared over the entire year. The report also marks the 12th anniversary of the official start of the Great Recession. My expectation is that the December data will confirm that the economy has nearly recovered its immediate pre-Great Recession health—the last year before the Great Recession hit. Wage growth, which slowed over the last year, is a notable exception.

However, as I have often noted, 2007 should not be considered a benchmark for a fully healthy economy for America’s workers. Almost all labor market measures were notably weaker in 2007 than they were at the previous business cycle peak in 2000. There was very little reason to think that the U.S. economy in 2007 was at full employment. If one looks at the stronger business cycle peak of 2000 as a more appropriate benchmark, the economy in 2019 looks even further from full employment. Many working people are still not seeing the recovery reflected in their paychecks—and the economy will not be at genuine full employment until employers are consistently offering workers meaningfully higher wages.

In this blog post—and Friday when the December numbers come out—I’m going to look at average payroll employment growth over the last several years. Because there is always a bit of volatility in the monthly data—especially in the household series that has a smaller sample size—taking a year-long approach allows us to smooth out the bumps and take stock of the key measures: payroll employment growth, the unemployment rate, the employment-to-population ratio, and nominal wage growth.

The figure below shows average nonfarm employment growth for 2007–2018 and for the first 11 months of 2019. With an average of 180,000 new jobs being added each month, job growth in 2019 is a bit softer than 2018 and more in line with what we saw in 2017. This pickup in 2018 can be attributed to the shift in federal policy from austerity to stimulus in the form of both tax cuts and an increase in government spending. In particular, Congress boosted spending by almost $150 billion, contributing significantly to economic growth in 2018. But, in 2019, spending held steady at $150 billion, meaning there was no additional government spending to continue stimulating demand, and we saw a mild softening of employment growth.

At the current pace of growth, however, the labor market continues to not only absorb population growth, but also chip away at the slack remaining in the labor market—namely workers who continue to be sidelined and who I expect will enter or re-enter the labor market as opportunities for jobs and better pay expand. As it turns out (and what we’ve long argued), workers who left or never entered the labor force during the Great Recession and its aftermath were not necessarily permanently sidelined, but have systematically been returning to the labor market as job opportunities have strengthened. Over the last few years, the newly employed have been coming both from the ranks of the unemployed as well as from outside the labor force, those who were not actively seeking work the month prior to finding a job. In fact, as the figure below illustrates, the share of newly employed workers who did not look for work the previous month is at a historic high. About three-fourths of newly employed workers are coming from outside the labor force.

Further evidence of a steadily improving economy is the unemployment rate, which—after falling steadily for eight years from its peak in the fourth quarter of 2009—continued to fall through 2019 to a low of 3.5% in November, an average of 3.7% for the first 11 months of the year. It is now far below its Great Recession peak (10.0%), and significantly below its pre-Great Recession low of 4.4% in the spring of 2007. But despite today’s low water mark, there is still room for improvement. And evidence suggests that the unemployment rate may be overstating the strength of the labor market. The previous figure supports this claim, given that a record high share of newly employed workers are coming from outside the labor force and are not counted in the official measure of unemployment in the previous month, despite clearly being ready and willing to work.Read more

As we approach the end of 2019, it’s important to keep the long-run perspective on economic health in mind, but also investigate new trends that have emerged in the last several months that need to be closely monitored. Two concerning trends are the slowdown in nominal wage growth as well as the slowdown in payroll employment growth.

Let’s start with payroll employment growth. On its face, the pace of job growth in 2019 hasn’t been particularly troubling. The economy continues to move in the right direction—though at a slightly slower pace than the last couple of years—soaking up sidelined workers as the unemployment rate remains at historically low levels. But, when you factor in the preliminary benchmark revisions—which showed a half million fewer jobs created between April 2018 and March 2019—the data indicate weaker employment growth this year than originally reported. The final benchmark revisions won’t be released until the January 2020 employment numbers are released in February, but the preliminary release is troubling. And large downward revisions are sometimes associated with early signs of a recession because it means the Bureau of Labor Statistics (BLS)’s model for predicting the births and deaths of firms is off, often accompanied by a turning point in the economy. These revisions don’t tell us a recession is necessary on the immediate horizon, but they are certainly something to keep in mind as the year winds down.

While the topline numbers are important to track, it’s also important to look under the hood. Manufacturing employment, for instance, has exhibited a notable slowdown in employment growth this year. The figure below shows the month-to-month change in manufacturing employment over the last two years with two important modifications. First, I’m using a three-month moving average to smooth the volatility in the series. Second, I’m removing the effect of the 46,000 striking GM workers that depressed the October numbers.

This obvious slowdown in manufacturing employment is troubling in itself, but the reason to look more closely at manufacturing isn’t simply because it’s a significant share of the economy (10% of private-sector employment) and historically has been a place for decent non-college jobs—largely due to the relatively high levels of unionization in that sector in the past. Manufacturing is one of the most cyclical sectors, bested only by construction (among major industries) in its prediction of upcoming economic slowdowns. And, construction isn’t looking too hot either. Average monthly construction job growth so far in 2019 is about half as fast as it was in 2018. This does not mean we are necessarily headed toward a recession, but this is certainly an indicator to keep an eye on in coming months.

The Federal Reserve is doing the right thing by cutting the federal funds rate this year, helping to keep the economy from stalling and for workers to hopefully see stronger wage growth. The figure below shows year-over-year nominal wage growth over the last several years. After rising to 3.4% in February 2019, the rate of growth has been tapering off. Wage growth is now back down to 3.0% over the year, significantly lower than levels consistent with inflation targets and productivity potential. This is slower than expected given that the unemployment rate has been at or below 4.0% for 20 months in a row. All else equal, the relative scarcity of workers should be driving up wages as employers have to compete to attract and retain the workers they want.Read more