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Labor Market Dynamics during the COVID-19 Pandemic

Tuesday, November 15, 2022

The U.S. labor market experienced a period of unprecedented volatility during the COVID-19 pandemic. Our monthly survey of nonfarm establishments recorded a decrease in employment of 13.6 percent (20.5 million jobs) between March and April 2020, the largest 1-month drop since the survey began in 1939. The survey then showed an employment gain of 3.4 percent (4.5 million jobs) from May to June 2020, the largest 1-month increase since the survey began. Our monthly survey of U.S. households, the Current Population Survey (CPS), recorded similarly extreme changes in the number of employed Americans for these months.

These statistics are the net result of firms adding and eliminating jobs and workers gaining and losing employment between months. Changes in the employment of individuals are not readily apparent from the headline numbers. Are more people exiting employment, or are fewer entering? To what extent are changes driving firms to hire more workers? To what extent are workers separating from their employers? Let’s look at estimates from two different BLS sources to answer these questions: the Job Opening and Labor Turnover Survey (JOLTS) and research data from the CPS on flows between labor force statuses.

JOLTS samples about 21,000 business establishments to provide monthly data on job openings, hires, and separations. Hires are all additions to payroll during the month, and separations are all employees who separated from payroll for any reason during the month.

Chart 1 shows JOLTS hires and separations for 2017 to 2021. The initial pandemic-related shock is apparent mostly as an increase in separations, from 5.7 million in February 2020 to 16.3 million in March 2020, a historical high. Hires also decreased, from 6.0 million in February 2020 to 5.2 million in March and 4.0 million in April. But the decrease in hires was a small fraction of the increase in separations. Thus, JOLTS separation data captured the extreme impact of the pandemic in the March 2020 data, like the large movements in our monthly employment surveys.

Line chart showing hires and total separations from the Job Openings and Labor Turnover Survey, 2017–21, seasonally adjusted

Editor’s note: Data for this chart are available in the table below.

The mid-2020 rebound in employment reversed this pattern. By May 2020, hires increased to a historical high of 8.1 million, while separations sharply declined to 4.7 million, a 7-year low. Although hires declined from that initial rebound, they were mostly at or above pre-pandemic levels by February 2021 and continued increasing through the rest of the year. Separations also increased, but more slowly, exceeding pre-pandemic levels by mid- to late 2021.

Chart 2 breaks separations into quits, layoffs and discharges, and other separations (retirements, transfers to other locations, deaths, or separations due to employee disability). Both the initial jump in separations and the sharp decline in mid-2020 were mostly because of the changes in the number of layoffs and discharges. However, the increase in separations later in 2020 and into 2021 resulted from increasing quits. Layoffs and discharges continued to decline and reached a low of 1.26 million at the end of 2021. From May 2020 to December 2021 quits trended up, reaching a high of 4.5 million by November 2021.

Line chart showing components of total separations from the Job Openings and Labor Turnover Survey, 2017–21, seasonally adjusted

Editor’s note: Data for this chart are available in the table below.

We might expect higher levels of layoffs and discharges to be associated with larger flows out of employment, as workers who left their jobs involuntarily likely would experience at least brief spells of unemployment or leave the labor force, while workers who quit would be more likely to take jobs at other firms. The decline in layoffs and discharges hints that the number of workers exiting employment was decreasing throughout 2021. However, while JOLTS provides insight into the hiring and separation behavior in firms, it does not directly answer questions regarding the employment status of workers. JOLTS cannot distinguish among newly discharged employees who found another job immediately, searched for jobs, or exited the labor force entirely. Similarly, JOLTS cannot distinguish between newly hired workers who had previously been unemployed and those who had been working at other firms.

To answer these questions, we turn to CPS research data on labor force flows. These data measure the month-to-month movements of people among employment, unemployment, and not in the labor force. For example, we can use these data to see the number of people employed in one month who were unemployed the previous month. Higher levels of hires would be associated with higher flows into employment, as firms hire individuals without a current job as well as workers from other firms.

Chart 3 shows 3-month moving averages of flows into and out of employment from 2017 through 2021. The extreme changes in spring 2020 are readily apparent, with the 3-month average of flows out of employment peaking at 15.0 million in March–May 2020. (The highest single month was 26.9 million in April 2020; we show 3-month averages to better show variation in flows at other dates.) Flows into employment dipped from a pre-pandemic level of about 6.0 million to 5.4 million in February–April 2020 before increasing rapidly in the next few months to peak at 11.5 million in May–July 2020. Both peaks are well above all values since the data began in 1990. Associating hires with flows into employment and layoffs and discharges with flows out of employment, the basic pattern is similar between CPS and JOLTS.

Line chart showing flows into and out of employment, 2017–21, 3-month moving averages, seasonally adjusted

Editor’s note: Data for this chart are available in the table below.

Both flows into and out of employment declined sharply after their peaks. By October–December 2021, flows into employment were still appreciably above pre-pandemic levels at 6.8 million, a similar pattern as JOLTS hires. Flows out of employment were comparable to those 2 years earlier at about 6.1 million. In contrast, JOLTS layoffs and discharges fell below pre-pandemic levels. However, quits increased substantially during 2021, and some of the increase in quits was likely reflected in increased exits from employment even if some quits simply reflected changing jobs. Changes in exits from employment from the reduction in layoffs and discharges and the increase in quits may roughly offset each other.

Overall, both JOLTS and the CPS flows data tell a consistent story. After the unprecedented volatility of the early months of the pandemic, the labor market recovery mostly shows increased hires rather than decreased separations.

Chart 1. Hires and total separations from the Job Openings and Labor Turnover Survey, 2017–21, seasonally adjusted
MonthHiresTotal separations

Jan 2017

5,499,0005,320,000

Feb 2017

5,350,0005,176,000

Mar 2017

5,395,0005,280,000

Apr 2017

5,272,0005,091,000

May 2017

5,477,0005,270,000

Jun 2017

5,635,0005,463,000

Jul 2017

5,497,0005,338,000

Aug 2017

5,519,0005,334,000

Sep 2017

5,450,0005,289,000

Oct 2017

5,581,0005,397,000

Nov 2017

5,494,0005,283,000

Dec 2017

5,421,0005,249,000

Jan 2018

5,480,0005,358,000

Feb 2018

5,644,0005,307,000

Mar 2018

5,641,0005,484,000

Apr 2018

5,599,0005,439,000

May 2018

5,845,0005,477,000

Jun 2018

5,763,0005,559,000

Jul 2018

5,676,0005,595,000

Aug 2018

5,803,0005,540,000

Sep 2018

5,601,0005,522,000

Oct 2018

5,867,0005,641,000

Nov 2018

5,833,0005,777,000

Dec 2018

5,754,0005,546,000

Jan 2019

5,778,0005,600,000

Feb 2019

5,684,0005,694,000

Mar 2019

5,706,0005,558,000

Apr 2019

6,010,0005,773,000

May 2019

5,704,0005,523,000

Jun 2019

5,769,0005,570,000

Jul 2019

5,928,0005,818,000

Aug 2019

5,862,0005,653,000

Sep 2019

5,954,0005,750,000

Oct 2019

5,779,0005,634,000

Nov 2019

5,845,0005,670,000

Dec 2019

5,941,0005,786,000

Jan 2020

6,005,0005,769,000

Feb 2020

6,025,0005,738,000

Mar 2020

5,222,00016,336,000

Apr 2020

4,031,00011,590,000

May 2020

8,145,0004,732,000

Jun 2020

7,438,0005,182,000

Jul 2020

6,188,0005,179,000

Aug 2020

5,998,0004,833,000

Sep 2020

5,898,0005,052,000

Oct 2020

6,105,0005,331,000

Nov 2020

5,885,0005,677,000

Dec 2020

5,660,0005,634,000

Jan 2021

5,719,0005,172,000

Feb 2021

6,028,0005,400,000

Mar 2021

6,208,0005,540,000

Apr 2021

6,121,0005,753,000

May 2021

6,092,0005,513,000

Jun 2021

6,414,0005,793,000

Jul 2021

6,556,0005,874,000

Aug 2021

6,362,0005,913,000

Sep 2021

6,504,0006,008,000

Oct 2021

6,460,0005,852,000

Nov 2021

6,705,0006,197,000

Dec 2021

6,450,0006,042,000
Chart 2. Components of total separations from the Job Openings and Labor Turnover Survey, 2017–21, seasonally adjusted
MonthLayoff and dischargesQuitsOther separations

Jan 2017

1,745,0003,188,000387,000

Feb 2017

1,711,0003,089,000376,000

Mar 2017

1,762,0003,150,000369,000

Apr 2017

1,710,0003,028,000353,000

May 2017

1,794,0003,111,000364,000

Jun 2017

1,970,0003,154,000339,000

Jul 2017

1,910,0003,097,000332,000

Aug 2017

1,868,0003,103,000362,000

Sep 2017

1,787,0003,190,000312,000

Oct 2017

1,837,0003,219,000341,000

Nov 2017

1,747,0003,186,000349,000

Dec 2017

1,732,0003,222,000295,000

Jan 2018

1,953,0003,060,000344,000

Feb 2018

1,784,0003,195,000329,000

Mar 2018

1,797,0003,309,000379,000

Apr 2018

1,734,0003,364,000341,000

May 2018

1,754,0003,384,000339,000

Jun 2018

1,815,0003,381,000363,000

Jul 2018

1,813,0003,437,000345,000

Aug 2018

1,790,0003,431,000319,000

Sep 2018

1,772,0003,414,000337,000

Oct 2018

1,828,0003,487,000326,000

Nov 2018

1,933,0003,502,000341,000

Dec 2018

1,831,0003,407,000308,000

Jan 2019

1,735,0003,545,000320,000

Feb 2019

1,789,0003,558,000347,000

Mar 2019

1,702,0003,527,000329,000

Apr 2019

1,967,0003,491,000316,000

May 2019

1,753,0003,468,000301,000

Jun 2019

1,762,0003,486,000322,000

Jul 2019

1,844,0003,624,000350,000

Aug 2019

1,786,0003,557,000309,000

Sep 2019

1,961,0003,452,000338,000

Oct 2019

1,819,0003,453,000362,000

Nov 2019

1,777,0003,530,000363,000

Dec 2019

1,919,0003,516,000350,000

Jan 2020

1,821,0003,578,000370,000

Feb 2020

1,973,0003,445,000320,000

Mar 2020

13,026,0002,951,000359,000

Apr 2020

9,191,0002,038,000361,000

May 2020

2,180,0002,244,000308,000

Jun 2020

2,279,0002,580,000323,000

Jul 2020

1,850,0002,973,000357,000

Aug 2020

1,598,0002,901,000333,000

Sep 2020

1,531,0003,158,000363,000

Oct 2020

1,687,0003,297,000347,000

Nov 2020

2,097,0003,258,000321,000

Dec 2020

1,928,0003,368,000338,000

Jan 2021

1,582,0003,311,000278,000

Feb 2021

1,641,0003,439,000319,000

Mar 2021

1,512,0003,695,000333,000

Apr 2021

1,384,0004,015,000354,000

May 2021

1,343,0003,838,000333,000

Jun 2021

1,361,0004,035,000397,000

Jul 2021

1,440,0004,088,000346,000

Aug 2021

1,404,0004,126,000383,000

Sep 2021

1,405,0004,253,000349,000

Oct 2021

1,342,0004,132,000379,000

Nov 2021

1,295,0004,510,000393,000

Dec 2021

1,262,0004,403,000377,000
Chart 3. Flows into and out of employment, 2017–21, 3-month moving averages, seasonally adjusted
MonthFlows into employmentFlows out of employment

Jan 2017

6,506,0006,255,667

Feb 2017

6,480,3336,168,000

Mar 2017

6,470,0006,038,333

Apr 2017

6,419,0006,122,333

May 2017

6,319,6676,209,667

Jun 2017

6,345,6676,335,333

Jul 2017

6,413,6676,330,000

Aug 2017

6,409,6676,267,333

Sep 2017

6,498,3336,185,333

Oct 2017

6,365,0006,396,000

Nov 2017

6,464,6676,417,000

Dec 2017

6,292,6676,460,333

Jan 2018

6,347,3336,198,667

Feb 2018

6,343,3336,008,333

Mar 2018

6,337,0006,031,333

Apr 2018

6,327,6676,101,333

May 2018

6,190,3336,106,667

Jun 2018

6,150,3336,058,333

Jul 2018

6,257,0006,026,000

Aug 2018

6,349,3336,436,333

Sep 2018

6,434,0006,387,333

Oct 2018

6,325,3336,344,000

Nov 2018

6,358,0006,063,333

Dec 2018

6,368,6676,169,667

Jan 2019

6,368,3336,134,333

Feb 2019

6,409,0006,148,000

Mar 2019

6,318,6676,161,000

Apr 2019

6,211,3336,224,667

May 2019

6,100,6676,199,667

Jun 2019

6,181,0006,149,667

Jul 2019

6,336,6676,083,333

Aug 2019

6,361,3336,067,667

Sep 2019

6,313,3335,960,333

Oct 2019

6,212,3336,003,333

Nov 2019

6,128,0005,970,333

Dec 2019

6,203,6676,097,667

Jan 2020

6,362,6676,143,667

Feb 2020

6,416,6676,167,667

Mar 2020

6,040,3336,964,000

Apr 2020

5,377,00013,861,667

May 2020

7,700,66714,964,333

Jun 2020

10,020,33314,522,000

Jul 2020

11,525,3338,047,333

Aug 2020

10,232,3336,909,333

Sep 2020

8,599,6676,807,667

Oct 2020

8,309,3336,357,000

Nov 2020

7,483,0006,653,667

Dec 2020

7,337,6676,612,000

Jan 2021

6,850,6676,694,000

Feb 2021

6,848,3336,567,000

Mar 2021

6,761,0006,313,000

Apr 2021

6,823,6676,394,000

May 2021

6,841,6676,450,000

Jun 2021

6,785,6676,579,000

Jul 2021

6,871,0006,380,000

Aug 2021

6,890,3336,347,000

Sep 2021

6,933,6676,190,667

Oct 2021

6,790,6676,324,000

Nov 2021

6,843,6676,150,000

Dec 2021

6,782,3336,096,667