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FRBSF Economic Letter
2022-09 | April 11, 2022 | Research from the Federal Reserve Bank of San Francisco

Unemployment Insurance Withdrawal
Sarah Albert, Olivia Lofton, Nicolas Petrosky-Nadeau, and Robert G. Valletta
Unemployment insurance benefits were expanded substantially to help overcome the
pandemic labor market shock in early 2020. However, improved labor market conditions in
early 2021 prompted many states to withdraw from the enhanced unemployment benefits
programs several months before the federal program was scheduled to end in early
September. A comparison of states that ended enhanced benefits early with those that
maintained them suggests that the withdrawal is associated with a small pickup in
employer hiring, consistent with prior studies that found the unemployment benefit
expansions had modest effects.

Unemployment insurance (UI) benefits are a crucial source of income support for people who lose jobs
through no fault of their own, helping them to maintain necessary household spending and financial
stability. This support also helps overall economic activity, an especially important feature during
recessions, when job losses are widespread. As such, UI payments in the United States are typically
enhanced during recessions, mostly through extending eligibility beyond the normal 26 weeks and
sometimes also through increasing weekly benefit payment amounts.
Economists and policymakers typically weigh these positive aspects of UI benefits against their potentially
adverse effects on job search: by easing the financial pressure to find work, generous benefits may overly
delay people’s transitions to prior or new jobs. This “moral hazard” effect could impede the recovery from a
severe economic downturn by slowing down the process of matching potential workers with available jobs.
These considerations became particularly relevant during the pandemic recession and early recovery in
2020 and 2021. Federal legislation in early 2020 increased weekly UI payments to historically
unprecedented levels, and the scope and duration of eligibility were also expanded. The enhancements
continued at somewhat lower levels in 2021. By midyear, however, improved labor market conditions
prompted numerous states to end enhanced UI benefits earlier than the expected federal termination in
September.
Comparing states that cut enhanced UI benefits with those that maintained them provides useful insights
into the labor market effects of UI payments. We find small differences in employer hiring activity between
these two groups of states, consistent with other recent assessments of the impact of the pandemic UI
expansions (for example, Petrosky-Nadeau and Valletta 2021).

FRBSF Economic Letter 2022-09

April 11, 2022

UI policies during the pandemic: A partial experiment
In late March 2020, the federal Coronavirus Aid, Relief, and Economic Security (CARES) Act granted all
UI benefit recipients an additional $600 per week on top of their usual benefits. It also substantially
expanded eligibility, including to people who were self-employed, and increased the number of weeks
recipients could receive benefits. The $600 supplement expired at the end of July 2020 but was partly
renewed for 2021 with a $300 per week supplement through early September.
These supplements represent substantial increases in UI benefits relative to the typical weekly benefit of
just under $400 in normal circumstances. With the $600 supplement, most recipients were receiving more
in weekly UI benefits than their prior earnings (Ganong, Noel, and Vavra 2020), and with the extra $300
in 2021, many were close.
By early 2021, job openings had reached record levels, and employers were reporting unprecedented
challenges filling them. These tight labor market conditions prompted some states to end their
participation in the federal expansions several months before the program expired. Most of these states
eliminated the supplement and eligibility expansions in June. Other state policies varied: four states
eliminated the $300 supplement but kept the expanded eligibility, one of those plus two other states ended
their involvement in July, and in two states, the announced policy change was reversed by court order
(Holzer, Hubbard, and Strain 2021).
To analyze the impact of these UI withdrawals, we group the 24 states that implemented a policy change
and were not reversed by the courts in our “cut UI” group. This leaves 27 states, including the District of
Columbia, in the “kept UI” group. The states that cut UI benefits account for just under 40% of total
national payroll employment during the time frame we examine. We find similar results when we exclude
the eight states with exceptions noted above, following the approach of Holzer et al. (2021).
Comparing labor market outcomes between states that eliminated the enhanced UI benefits and those that
maintained them provides a “natural experiment” to assess the impact of the policy change. In general,
withdrawing UI benefits should have the opposite effect of expansions, tending to increase the incentives
for jobless individuals to search for and accept job offers. One drawback to this approach is that labor
market conditions before the policy change were not identical between the two sets of states. Nonetheless,
the comparison sheds some light on the motivation for states’ UI withdrawals and their labor market
impacts.

UI withdrawal effects: Hiring, job openings, and unemployment
Given that the withdrawal of expanded benefits was intended in part to ease hiring challenges employers
faced from tight labor markets, the pace of hiring is a natural starting point for assessing the impact of the
policy change. We use data on hiring rates at the state level from the Bureau of Labor Statistics (BLS) Job
Openings and Labor Turnover Survey (JOLTS). The hiring rate is measured as the number of hires during
a month relative to employment.

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FRBSF Economic Letter 2022-09

Figure 1 shows the hiring rates in the
two groups of states for the first nine
months of 2021. We highlight the UI
cuts that started in June 2021 and
treat July as the initial impact month,
comparing the two groups through
September, when federal UI
expansions were terminated for all
states. Although impacts of the UI
cuts may have started any time after
they were announced, as early as May,
our analysis confirms that measuring
the impacts starting in July yields the
most reliable estimates.

April 11, 2022

Figure 1
Hiring rates by enhanced UI status: 2021
Percent
6

Cuts begin

5

Cut UI

4

Kept UI

3

Jan

Feb

Mar

Apr

May

Jun

Jul

Aug

Sep

Figure 1 shows that states in the group
Source: BLS (March 2022 update) and authors’ calculations; states grouped,
that cut the enhanced UI had higher
weighted by employment.
hiring rates before the cuts, consistent
with relatively tight labor markets in those states. The gap largely closed in June as hiring surged in the
states that kept the enhanced UI. In subsequent months hiring rates picked up a bit further in the “cut UI”
states but trailed off in the “kept UI” states. Regression analysis confirms that, over the full time the policy
difference was maintained (July to September), the states that cut UI benefits experienced a relative
increase in hiring rates, with statistical significance just below the conventional 5% cutoff. However, the
size of the effect—about 0.2 percentage point—is quite small relative to monthly hiring rates of around 4 to
5 percentage points. This small impact of the UI withdrawals on hiring rates is broadly consistent with
earlier research that found the initial CARES Act UI expansions had a small effect on job-finding rates
(Petrosky-Nadeau and Valletta 2021).
Figure 2
It also suggests that states that
Job opening rates by enhanced UI status: 2021
withdrew early met their goal of easing
Percent
Cuts begin
hiring constraints, although perhaps
8
imperceptibly from employers’
perspectives.
Cut UI

7

We next consider that employers may
have wanted to take advantage of an
expected surge in job applicants
following the UI withdrawals by
widening their recruiting with more
job openings. Figure 2 shows job
opening rates relative to employment
for the two groups of states. However,
our results do not show a
disproportionate increase in job

3

Kept UI
6

5

4

Jan

Feb

Mar

Apr

May

Jun

Jul

Aug

Sep

Source: BLS (March 2022 update) and authors’ calculations; states grouped,
weighted by employment. Job openings measured on last business day of each
month.

FRBSF Economic Letter 2022-09

openings in the states that cut UI, a
finding confirmed by a regression
analysis comparing job opening rates
for the two sets of states.

April 11, 2022

Figure 3
Unemployment rates by enhanced UI status: 2021
Percent
8

Cuts begin

Finally, Figure 3 shows the
corresponding pattern for
7
unemployment rates across the two
groups of states. The lower
Kept UI
6
unemployment rates confirm that
labor markets were tighter in early
2021 in states that withdrew compared
5
with states that maintained the UI
Cut UI
provisions. However, there is little
4
difference in the relative pattern of
Jan
Feb
Mar
Apr
May
Jun
Jul
Aug
Sep
unemployment rates after the policy
Source: BLS (March 2022 update) and authors’ calculations; states grouped,
change in June. Unemployment rates
weighted by labor force.
actually appear to drop slightly faster
after June in the “kept UI” group, but regression analysis confirms that the overall difference between the
two groups for July through September is very small and statistically imprecise.
The absence of the expected effect of the policy change on relative unemployment rates is surprising.
Eliminating UI benefits is likely to cause some job seekers to accept job offers or cease their search because
they would no longer qualify for UI; that should directly reduce unemployment rates, which are calculated
from the BLS household survey supplemented by information on UI benefits received. The absence of this
effect may reflect already low unemployment rates in states that cut the enhanced UI benefits, combined
with the limited impact on hiring rates. Stronger labor market conditions in the states that cut UI may also
have prompted some individuals to return to an active job search; they would then be counted as having
rejoined the labor force as unemployed job seekers, thereby offsetting the unemployment decline caused by
the UI cuts. However, our separate analysis of labor force participation did not uncover such patterns in
the data.

What it means
Our analysis shows that the elimination of enhanced UI benefits in many states in mid-2021 was associated
with a small increase in hiring activity but no differences in measured unemployment. These findings are
consistent with other recent work that finds small effects of the UI expansions and withdrawals, for
example, Petrosky-Nadeau and Valletta (2021) and Coombs et al. (2021). Our findings and conclusions
contrast with those of Holzer et al. (2021), who find a substantial pickup in job-finding rates by
unemployed individuals in states that withdrew UI, which they use to infer substantial effects on relative
unemployment rates. The difference in our results may reflect the different data types used: we use
aggregate state data to focus on overall hiring and unemployment rates, while they analyze individual
microdata and focus on hiring of the unemployed.

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FRBSF Economic Letter 2022-09

April 11, 2022

Our findings can be interpreted in various ways. We find that the UI withdrawals had limited direct impacts
on hiring rates, which suggests the enhanced UI benefits were not an important source of labor shortages in
2021. On the other hand, the termination of UI benefits did not undermine labor market conditions in the
states that cut benefits. Nonetheless, studies of past UI benefit expansions suggest that many individuals
who lose benefits are more likely to be forced to reduce consumption and suffer substantial hardship
(Rothstein and Valletta 2017). As Holzer et al. (2021) emphasize, such tradeoffs are important considerations
for designing and assessing UI policy changes.
Sarah Albert is a research associate in the Economic Research Department of the Federal Reserve Bank of
San Francisco.
Olivia Lofton is a research associate in the Economic Research Department of the Federal Reserve Bank of
San Francisco.
Nicolas Petrosky-Nadeau is a vice president in the Economic Research Department of the Federal Reserve
Bank of San Francisco.
Robert G. Valletta is associate director in the Economic Research Department of the Federal Reserve Bank
of San Francisco.

References
Coombs, Kyle, Arindrajit Dube, Calvin Jahnke, Raymond Kluender, Suresh Naidu, and Michael Stepner. 2021. “Early
Withdrawal of Pandemic Unemployment Insurance: Effects on Earnings, Employment, and Consumption.” Harvard
Business School Working Paper 22-046, August. https://www.hbs.edu/faculty/Pages/item.aspx?num=61668
Ganong, Peter, Pascal J. Noel, and Joseph S. Vavra. 2020. “U.S. Unemployment Insurance Replacement Rates During the
Pandemic.” Journal of Public Economics 191(November, 104273).
Holzer, Harry J., R. Glenn Hubbard, and Michael R. Strain. 2021. “Did Pandemic Unemployment Benefits Reduce
Employment? Evidence from Early State-Level Expirations in June 2021.” NBER Working Paper 29575, December.
Petrosky-Nadeau, Nicolas, and Robert G. Valletta. 2021. “UI Generosity and Job Acceptance: Effects of the 2020 CARES
Act.” FRBSF Working Paper 2021-13, June. https://doi.org/10.24148/wp2021-13
Rothstein, Jesse, and Robert G. Valletta. 2017. “Scraping By: Income and Program Participation after the Loss of
Extended Unemployment Benefits.” Journal of Policy Analysis and Management 36(4), pp. 880–908.

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