What to watch on jobs day: Upward revisions in employment expected after record two-year job growth

On Friday, we will see the first labor market data for 2023. Along with the latest on payroll employment, unemployment, and wage growth, we will also get the final benchmark revisions for the establishment survey (CES). Preliminary benchmark revisions suggest job growth will be even stronger over the last two years than the 11.2 million previously reported. These benchmark revisions will be wedged back from April 2021 through March 2022, with the entire revision raising (or lowering) the level of jobs in March 2022 and consequently affecting subsequent job levels.

The Bureau of Labor Statistics (BLS) will also revise their industry classification system, which will result in about 10% of employment reclassified into different industries (mainly impacting detailed retail and information sectors). Friday’s jobs report will also include new population controls based on Census estimates for the household survey (CPS).

In addition to these important survey changes and annual benchmarking, the jobs report will show us where the economic recovery from the COVID-19 recession stands at the beginning of 2023. Taken together, the last two years of payroll employment growth have been remarkable. As shown in Figure A, the two years of job growth were the best in nearly 40 years.

This rapid recovery was not luck. Instead, it is the direct result of historic relief and recovery measures that matched the scale of the problem, like President Biden’s American Rescue Plan (ARP), which provided an essential boost with continued enhanced unemployment insurance benefits, aid to state and local governments, and the expanded Child Tax Credit.

Figure A

Policy investments meant the best two-year stretch of job creation in nearly 40 years: Level and percent change in two-year average job growth, December over December, 1979–2022

Level change Percent change  
1979 3131 3.6%
1980 1136 1.3%
1981 111.5 0.1%
1982 -1086 -1.2%
1983 667.5 0.7%
1984 3668 4.0%
1985 3189.5 3.4%
1986 2201 2.3%
1987 2526 2.5%
1988 3194.5 3.1%
1989 2587.5 2.5%
1990 1134 1.1%
1991 -254 -0.2%
1992 164.5 0.2%
1993 1993 1.8%
1994 3335 3.0%
1995 3003 2.6%
1996 2489 2.1%
1997 3114.5 2.6%
1998 3226.5 2.6%
1999 3111.5 2.5%
2000 2556.5 2.0%
2001 105 0.1%
2002 -1118.5 -0.8%
2003 -197 -0.2%
2004 1076 0.8%
2005 2280.5 1.7%
2006 2312.5 1.7%
2007 1621.5 1.2%
2008 -1205 -0.9%
2009 -4302 -3.2%
2010 -2008.5 -1.5%
2011 1554 1.2%
2012 2125 1.6%
2013 2238.5 1.7%
2014 2652.5 1.9%
2015 2862 2.1%
2016 2519 1.8%
2017 2216 1.5%
2018 2203 1.5%
2019 2130 1.4%
2020 -3662 -2.5%
2021 -1274.5 -0.8%
2022 5623 3.9%
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Source: EPI analysis of Bureau of Labor Statistics' Current Employment Statistics public data series.

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2021 and 2022 were banner years for providing job opportunities across the U.S. workforce. As shown in Figure B, the average annual unemployment rate for high school graduates (with no college) dropped 5.0 percentage points over the past two years—by far the fastest drop on record (this series only goes back to 1992). While much good has been done to help these workers in other important legislative efforts—such as the Infrastructure Investment and Jobs Act and the Inflation Reduction Act—I cannot overstate the impact of the recovery measures in supporting workers across the board, particularly those hit hardest in recessions.

Figure B

High school graduates experienced record drop in unemployment: Two-year percentage point change in the unemployment rate of high school graduates, 1994–2022

Year Unemployment rate
1994 -1.4
1995 -1.5
1996 -0.7
1997 -0.5
1998 -0.7
1999 -0.8
2000 -0.6
2001 0.7
2002 1.9
2003 1.3
2004 -0.3
2005 -0.8
2006 -0.7
2007 -0.3
2008 1.4
2009 5.3
2010 4.6
2011 -0.3
2012 -2
2013 -1.9
2014 -2.3
2015 -2.1
2016 -0.8
2017 -0.8
2018 -1.1
2019 -0.9
2020 4.9
2021 2.5
2022 -5
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Monthly data reveal the extent to which high school graduates experienced a steep fall in unemployment after the pandemic recession. As illustrated in Figure C, the unemployment rates across all levels of educational attainment in December 2022 was at least as low as their pre-pandemic unemployment rates. A similar historically fast recovery can be seen in trends by race and ethnicity. This is no natural consequence of the business cycle. These changes were driven by intentional policy decisions.

Figure C

Unemployment rate hit pre-pandemic rates across all levels of educational attainment: Unemployment rate by educational attainment, 2020–2022

Date Less than high school High school Some college Bachelor’s degree and higher
Jan-2020 5.6% 3.9% 2.8% 1.9%
Feb-2020 5.8 3.7 3 1.9
Mar-2020 7 4.5 3.8 2.5
Apr-2020 21.2 17.7 15.5 8.4
May-2020 19.6 15.9 13.8 7.4
Jun-2020 16.5 12.3 10.9 6.8
Jul-2020 15 10.8 9.6 6.7
Aug-2020 12.5 9.9 7.7 5.2
Sep-2020 10.6 9.1 8.2 4.8
Oct-2020 9.8 8.1 6.6 4.2
Nov-2020 9.4 7.8 6.4 4.2
Dec-2020 9.9 7.9 6.4 3.8
Jan-2021 9 7 6.1 4
Feb-2021 10.2 7.1 5.7 3.8
Mar-2021 8.4 6.7 5.9 3.7
Apr-2021 9.4 7 6 3.5
May-2021 9 6.9 6 3.1
Jun-2021 10.3 7 5.8 3.4
Jul-2021 9.3 6.3 4.9 3.1
Aug-2021 7.7 6 5 2.8
Sep-2021 7.6 5.7 4.5 2.5
Oct-2021 7.1 5.3 4.3 2.4
Nov-2021 5.7 5.1 3.6 2.2
Dec-2021 5.3 4.5 3.5 2.1
Jan-2022 6.3 4.5 3.5 2.3
Feb-2022 4.5 4.4 3.7 2.2
Mar-2022 5.3 4 3.1 2
Apr-2022 5.4 3.8 3.1 2
May-2022 5.2 3.8 3.4 2
Jun-2022 5.7 3.6 3.1 2.1
Jul-2022 5.8 3.6 2.9 2
Aug-2022 6.1 4.4 2.9 1.9
Sep-2022 5.5 3.7 2.9 1.8
Oct-2022 6.2 3.9 3 1.9
Nov-2022 4.4 3.9 3.2 2
Dec-2022 5 3.6 2.9 1.9
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While the recovery has been strong, a recession triggered by the Federal Reserve raising interest rates too high remains a pressing concern. With inflation easing and wage growth decelerating, the Federal Reserve should stand pat on further interest rate hikes.

As shown in Figure D, nominal wage growth decelerated in December no matter how it’s measured. Annualized wage growth between November and December was 3.4%. Not only does this illustrate that wage growth is decidedly not driving inflation, but it also shows that wage growth is coming down without sacrificing low unemployment and a strong labor market. Unnecessarily raising interest rates too high, too fast will lead to a recession, which will disproportionately harm those workers who gained the most in the last two years of the policy-driven labor market recovery.

Figure D

Nominal wage growth in average hourly earnings for all workers, year-over-year monthly, annualized quarterly, and annualized monthly

date Year-over-year change Annualized quarterly change Annualized monthly change
Jan-2019 3.3% 3.5% 1.8%
Feb-2019 3.6% 3.8% 4.4%
Mar-2019 3.5% 3.7% 4.4%
Apr-2019 3.3% 3.4% -0.9%
May-2019 3.3% 2.8% 3.1%
Jun-2019 3.4% 2.3% 3.9%
Jul-2019 3.4% 2.6% 3.9%
Aug-2019 3.4% 3.3% 4.4%
Sep-2019 3.1% 3.6% 0.9%
Oct-2019 3.2% 3.3% 3.5%
Nov-2019 3.4% 3.0% 5.2%
Dec-2019 2.9% 3.1% 0.8%
Jan-2020 3.0% 3.1% 2.6%
Feb-2020 3.1% 3.0% 5.6%
Mar-2020 3.6% 4.0% 10.1%
Apr-2020 8.0% 10.8% 64.5%
May-2020 6.7% 15.6% -11.4%
Jun-2020 5.1% 16.3% -13.3%
Jul-2020 4.9% 5.2% 2.1%
Aug-2020 4.8% -1.2% 2.9%
Sep-2020 4.8% -3.0% 1.2%
Oct-2020 4.6% 0.2% 0.8%
Nov-2020 4.6% 2.0% 5.0%
Dec-2020 5.5% 3.2% 11.5%
Jan-2021 5.3% 4.5% 0.4%
Feb-2021 5.2% 5.5% 4.5%
Mar-2021 4.4% 4.2% 0.8%
Apr-2021 0.6% 3.6% 5.7%
May-2021 2.2% 3.3% 6.5%
Jun-2021 4.0% 4.7% 6.5%
Jul-2021 4.3% 5.7% 6.1%
Aug-2021 4.3% 6.0% 3.6%
Sep-2021 4.8% 5.7% 6.4%
Oct-2021 5.4% 5.5% 7.6%
Nov-2021 5.3% 5.8% 4.7%
Dec-2021 4.9% 6.1% 5.9%
Jan-2022 5.4% 6.1% 7.1%
Feb-2022 5.2% 5.6% 1.5%
Mar-2022 5.6% 5.2% 5.8%
Apr-2022 5.5% 4.5% 4.2%
May-2022 5.3% 4.5% 4.6%
Jun-2022 5.2% 4.5% 5.0%
Jul-2022 5.2% 4.9% 6.1%
Aug-2022 5.2% 4.9% 3.4%
Sep-2022 5.1% 5.0% 4.9%
Oct-2022 4.8% 4.6% 4.1%
Nov-2022 4.8% 4.5% 4.9%
Dec-2022 4.6% 4.3% 3.4%
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Understandably, some might find it puzzling that we’re expressing some approval of a slower pace of nominal wage growth relative to the first half of 2022. However, when it comes to the living standards of workers, we care about real (inflation-adjusted) wages, not nominal wages. If the Federal Reserve is determined to restore the 2% inflation that (roughly) prevailed before the COVID-19 pandemic, the best-case scenario for this restoration is a deceleration of nominal wage growth accompanied by an ever-faster deceleration of inflation. This is exactly the pattern that has prevailed over the last half (and especially the last quarter) of 2022 (as shown in Figure E).

Going into the first jobs day of 2023, we’ve seen historically strong job growth over the last two years and low unemployment. Nominal wage growth has been decelerating (though slower than inflation). It looks like the economy can have a soft landing—if the Fed doesn’t stand in the way.

Figure E

Inflation decelerating faster than nominal wage growth: Nominal wage growth and inflation, three-month changes, 2022

Nominal wage growth, three-month change Inflation, three-month change
Jan-2022 5.9% 8.0%
Feb-2022 4.8% 8.4%
Mar-2022 4.8% 11.3%
Apr-2022 3.9% 9.9%
May-2022 4.9% 10.7%
Jun-2022 4.6% 11.0%
Jul-2022 5.2% 9.5%
Aug-2022 4.8% 5.8%
Sep-2022 4.8% 2.0%
Oct-2022 4.2% 3.8%
Nov-2022 4.7% 3.7%
Dec-2022 4.1% 1.8%
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Source: EPI analysis of Bureau of Labor Statistics Current Employment Statistics (CES) public data series and Bureau of Labor Statistics Consumer Price Index (CPI).

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