Ben Casselman Profile picture
Nov 5, 2021 27 tweets 10 min read Read on X
OK, who's ready for some charts? 🧵
Want a sign that the economy is edging back toward normal? The share of people working from home because of Covid fell to a pandemic low of 11.6% in October. Resumed its decline after stalling out during the Delta wave.
Notable drop in work-from-home among professional workers. Which is a good place to note that I'm tweeting this from the office.
Big-picture: We're still down about 4.2 million jobs relative to our prepandemic level.
And the gap is even larger if you remember that we were adding jobs steadily before the pandemic -- so we're even further behind our prepandemic trendline.
Zooming in on 2021, job growth picked up in October, and revisions made the Aug/Sep slowdown look milder. But we still aren't adding jobs at anywhere close to our early-summer pace. Recall that last spring, many economists were predicting several months of million-plus growth.
These patterns are even clearer in leisure and hospitality: Growth picked up in October, but is still far below spring/summer rates, when the sector was driving the recovery.
And lest you think that leisure hiring is slowing down because the sector has dug out of its pandemic hole: There are still 1.4 million fewer leisure and hospitality jobs than before the pandemic.
The unemployment rate fell to 4.6%. The drop was entirely for "good" reasons, in that it was driven by more people getting jobs and fewer people being unemployed.
Broader measures of unemployment also fell. That's true of official measures that account for people who are discouraged or working part-time involuntarily, and of an unofficial measure that accounts for labor force exits.
That said, we didn't exactly see a rush back to the labor force in October. The labor force grew by just 104k. Labor force participation rate was flat.
The good news from the household survey is that the *employment* rate rose, especially for prime-age (25-54) workers.
The job-finding rate -- the share of unemployed workers finding jobs -- ticked up in October, although it's basically been bouncing around. No real recent trend.
What we're not seeing is a big increase in people coming off the sidelines, either to look for work or to take jobs. Both increased in October, but not the kind of flood that many employers were hoping for.
No surprise here: Wage pressures remain intense. Overall wage growth was very strong in October, though a bit slower than in September. Earnings growth among non-supervisory workers in leisure and hospitality jumped again after briefly cooling.
(Key caveat: Average hourly earnings figures are being skewed by big compositional shifts in the labor force -- lots of low-wage workers lost jobs early on and are now returning. So interpret with a grain of salt.)
These month-to-month moves are volatile. Year-over-year, the picture is clearer: Wage growth is very strong, especially in leisure and hospitality.
It's helpful to look at this in terms of levels: Nominal earnings are way above their prepandemic trend, both overall and among leisure and hospitality workers.
But as @jeannasmialek notes, inflation is taking a big bite out of wage growth, especially for workers as a whole. (Note: This chart is based on ECI, which adjusts for compositional shifts.)
nytimes.com/2021/11/05/bus…
Many people had hoped to see women return to work as schools reopened. But employment has rebounded more quickly among men in recent months.
One interesting question is the degree to which the monthly numbers continue to be skewed by seasonal-adjustment oddities. This is pretty plausible, given how the pandemic mucked with seasonal patterns. @BLS_gov explicitly warns of this as it pertains to the education sector.
Excluding education, job growth looked stronger in October, and the Delta slowdown looks less severe -- in part because it makes the June/July peak in payroll growth look weaker.
Note that including/excluding education doesn't make much difference in the larger question of where we are in the recovery. It just moves the timing around a bit.
It's notable that both employment and participation look quite a bit better if we adjust for the aging of the workforce. We're almost back to where we were after the Great Recession -- though nowhere close to where we were right before the pandemic.
Been focusing a lot on leisure and hospitality, but the acceleration in wage growth has been broad-based. Here's how the distribution of wage growth has shifted -- far more industries are seeing strong gains in 2021 than in 2019 (which was already a pretty strong labor market!).
Earnings growth is gradually picking up in mid- and high-wage sectors, but it's really the low-wage sectors where earnings are taking off.
(Note that those last two wage charts are based on data through September -- the detailed industry-level data lags by a month.)

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More from @bencasselman

Aug 28
I hate that @ellawinthrop is leaving us, but I'm so glad I got to work with her on her last piece for @nytimesbusiness. She's the best, most collaborative, most creative visual journalist I've ever worked with. A thread with a few of my favorite Ben-and-Ella collabs:
1. This iconic chart showing the scale of the pandemic job losses:
nytimes.com/interactive/20…
2. This piece digging deep into the American Time Use Survey to look at how the pandemic changed our lives:
nytimes.com/interactive/20…
Read 6 tweets
Jul 11
Good news on inflation! U.S. consumer prices FELL 0.1 percent in June, and were up just 3 percent from a year earlier. "Core" prices, stripping out volatile food and fuel, were up 0.1 percent from May and 3.3 percent from last June. Data: …Live coverage: bls.gov/news.release/c…
nytimes.com/live/2024/07/1…
This is the second straight month where there has been effectively no inflation on a month-to-month basis. Prices were flat in May, and down in June.
If you take a longer view here: At 3% year-over-year, inflation is no longer outside historical norms (though it is still higher than immediately prepandemic). And over the past three months, rents have risen at an annual rate of ***just 1.1%.***
Image
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Read 7 tweets
Jul 2
Job openings ticked up in May (but only because April was revised down). Layoffs edged up. Quits basically flat. All consistent with a gradually slowing, but not collapsing, job market. #JOLTS
Full data: bls.gov/news.release/j…
There were 8.1 million job openings on the last day of May. That's up from 7.9 million in April, revised down from the 8.1m originally reported.
Larger story here is that openings are clearly falling quickly, even if they're still high in absolute terms. #JOLTS Image
There were 1.2 job openings for every unemployed worker in May. That's more or less where things stood immediately before the pandemic (when the labor market was widely viewed as strong but not overheated). Image
Read 7 tweets
Jan 25
The U.S. economy slowed in the final three months of the year, but only because the Q3 number was so strong -- the 3.3% growth rate in Q4 was well above expectations and certainly offered no hints of a brewing recession. (Belated charts thread)
Image
This is not a case where the volatile components of G.D.P. made a weak quarter look strong, as sometimes happens. Measures of underlying demand were also very strong.
Image
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For all the predictions of a recession, G.D.P. growth actually *accelerated* in 2023, and topped the prepandemic average growth rate as well. Image
Read 4 tweets
Jan 3
Job openings, quits and layoffs all edged down slightly in November. Consistent with a gradually cooling labor market, but definitely no sign things are falling off a cliff. #JOLTS
Data: bls.gov/news.release/j…
There were 8.8 million job openings on the last day of November. That's down a touch from October, but only because October was revised up. Big picture: Openings are trending down (and quite quickly, at that), but are still high by historical standards. #JOLTS Image
The number of job openings per unemployed worker actually ticked up in November (because unemployment fell), but ignore the noise. The labor market is becoming more balanced, though the ratio is (again) high relative to the prepandemic period. Image
Read 9 tweets
Sep 1, 2023
The U.S. economy added 187,000 jobs in August and the unemployment rate rose to 3.8%.
Data:
Full coverage: bls.gov/news.release/e…
nytimes.com/live/2023/09/0…
June/July revised down by combined 110,000 jobs.
The big increase in unemployment is mostly for "good" reasons: More people working, but also more people *looking* for work. Labor force grew by 736,000. Participation rate up by 0.2 percentage points.
Read 13 tweets

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