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August 15, 1994

eCONOMIG
GOMMeNTdRY
Federal Reserve Bank of Cleveland

Looking Back at Slow
Employment Growth
by Kristin M. Roberts and Mark E. Schweitzer

J o b s growth in the current expansion
has been unusually sluggish despite coming on the heels of a relatively mild recession in 1990-91. Employment finally
returned to its pre-recession level in
April of last year, but vigorous growth
did not resume until the very end of
1993. Three years into the recovery, employment has increased only 4.8 percent,
compared with an average of 11.2 percent during the past three economic upturns. If jobs growth since mid-1991 had
kept pace with previous patterns, an additional seven million Americans would
be employed today. Such lackluster performance is difficult to explain and has
led to widespread concern. Though employment gains have been heading upward again in the past few months,
understanding what has held down employment growth for so long may reveal
ongoing economic pressures.
One widely publicized explanation for
the disappointing expansion is that corporate downsizing has led to continuing layoffs throughout many industries
despite an economic outlook that is
more optimistic overall. Some commentators have observed that the recession rolled through various regions of
the country at different times and argue
that excessive, drawn-out losses in
some states held down national jobs
growth. Others speculate that defense
cutbacks and sagging export industries
continue to shrink thousands of jobs,
with indirect losses rippling through
supporting industries. Alternatively, increased hiring and firing costs, due to
regulation compliance or health care
ISSN0428-1276

expenses, have made employers reluctant to add to payrolls. A final catch-all
explanation is that productivity gains
have simply allowed companies to do
more with fewer employees. The lack
of economywide, firm-level data complicates the direct identification of
these conjectures.
The theories can, however, be grouped
into two nonexclusive reasons for the recent slow employment growth: 1) too
many jobs are being destroyed, or 2) too
few jobs are being created. For example,
those that cite corporate downsizing or
defense cutbacks as explanations view
slow growth from the angle that too many
jobs are being eliminated, while proponents of the increased hiring/firing cost
explanation focus on the problem that too
few jobs are being added. Our approach
explores the issue from both perspectives
by examining job additions in expanding
industries and job deletions in contracting industries. To the extent that the actions of single firms in broad industries
reflect common trends, firms' behaviors
will be observable in industry summaries.
Applying this method at both the state
and national level allows us to use the
specific situations of individual states to
confirm our national results. We focus on
the states with the largest shares of the
country's employment: California, New
York, Texas, Florida, Illinois, Pennsylvania, Ohio, Michigan, New Jersey, and
Massachusetts. These 10 states provide a
wide mix of industries and represent just
over half of national employment, but
accounted for 80 percent of all jobs lost

The economic expansion, now more
than three years old, has generated a
disappointing level of employment
growth when compared to previous
historical episodes. The authors show
that this feature can be traced to a
widespread weakness in the rate of
job addition in growing industries,
rather than to an unusually high job
deletion rate in contracting industries.
Despite statewide differences in the
timing of recession and recovery, this
slowdown in the rate of new hires is
prevalent in most large states and in
the nation as a whole.

in the most recent recession. Their combined experiences should closely reflect the aggregate U.S. trend.
We find that weak employment addition in expanding industries, rather
than unusually high job deletion in contracting industries, is the major source
of sluggish employment growth in this
expansion. While the timing of the recession and recovery varies greatly between states, this pattern of lackluster
jobs growth in expanding industries is
replicated in state after state. The strength
of this trend suggests a need to focus
on reasons why healthy industries are
adding fewer employees in this expansion. Two states point out interesting
contrasts: Ohio's employment growth
remains stagnant due to still-weak job
additions, while Massachusetts has far
exceeded its pre-recession levels of job
creation. The key to a more robust recovery, either regionally or nationally,
is jobs growth in expanding industries.

FIGURE 1

EMPLOYMENT GAINS AND LOSSES
IN THE UNITED STATES

Percent
3.5

42

3.0
2.5 _

^ v Job addition rate

2.0
\

30

/s/^"

1.5

XT

1.0

11/

0.5

-"vJob deletion rate

n n

1989

1990

1991

1992

1993

1994

NOTE: Numbers printed in blue indicate the number of industries reporting rising employment at three points
in time: January 1989, December 1991, and January 1994. Shaded area indicates recession.

FIGURE 2 TIMING OF NET EMPLOYMENT LOSSES

U.S.

Ohio
Florida

• Job Addition and Deletion
in the United States
While net employment changes are usually tracked as one indicator of the
health of the economy, these changes
are actually the result of two forces:
job creation and destruction.1 The simultaneous addition and reduction of
jobs is a normal process in the dynamics of the labor market, and particularly
so during recessions, when labor is reallocated among different sectors. This
sort of adjustment is neither painless
nor instantaneous, but is necessary for
an economy to remain vibrant. Looking at both dimensions of employment
changes provides additional insight
into the behavior of labor markets in
business cycles that cannot be gained
from analyzing net growth alone.2
Studies of firms' employment levels
have shown that both job creation and
job destruction exhibit certain patterns
over the business cycle.1 Well in advance of the peak, job creation typically starts to diminish while destruction begins to escalate. Recessions are
generally dominated by a sharp increase in job destruction, mixed with
only a mild slowing in job creation.

Michigan
Illinois
Pennsylvania
New Jersey
New York
Massachusetts
California I
LL

1989

1990

A 1991

1992

1993

1994

NBER trough
SOURCE: Authors' calculations based on data from the U.S. Department of Labor, Bureau of Labor Statistics.

Usually, job destruction reaches its
highest rate near the end of the recession. In recoveries, job deletion tapers
off while job addition exhibits a strong,
post-trough increase.
Because employment figures from individual establishments are not available
at the state level, we must compromise
on the level of disaggregation. Using
employment data at the industry level,
we define the job addition rate as the
sum of net jobs added across expanding industries over a 12-month interval
divided by total employment at the beginning of the period.4 Similarly, the
job deletion rate is the sum of all net

job reductions over the same period,
divided by initial employment. To avoid
seasonal disturbances, the job addition
and deletion rates are calculated on a
year-over-year basis — the difference between employment in any given month
and in the corresponding month of the
previous year. While intra-industry job
reallocations are unmeasured in these
numbers, our job addition and deletion
rates identify important reallocations
across industries.
Figure 1 plots U.S. job addition and
deletion rates over a five-year period,
encompassing the end of the previous
expansion, the 1990-91 recession, and

TABLE 1

JOB ADDITION AND DELETION RATES
(Percent)
Pre-Recession

U.S.
CA
FL
IL
MA
MI
NJ
NY
OH
PA
TX

Recession

Expansion

Addition
Rate

Deletion
Rate

Addition
Rate

Deletion
Rate

Addition

Rate

Deletion
Rate

2.35
2.78
3.80
2.55
2.57
2.82
2.24
1.65
2.26
2.21
3.33

0.36
0.43
0.67
0.69
1.56
0.53
0.89
0.74
0.34
0.80
0.38

0.70
0.68
1.16
0.94
0.95
0.65
0.82
0.71
0.80
0.73
—

1.64
2.07
2.69
1.86
5.25
2.33
2.87
2.73
2.03
1.91
—

1.69
—
3.44
1.94
4.05
1.79
1.85
1.34
1.59
1.28
2.77

0.53
—
0.50
0.56
1.30
0.48
0.73
1.09
0.61
0.74
0.58

NOTE: Recession is measured as a period of continuous net employment declines.
SOURCE: Authors' calculations based on data from the U.S. Department of Labor, Bureau of Labor Statistics.

the current expansion. The entry into
this recession follows the pattern reported for prior downturns. At the end
of the last expansion, job addition was
well above job deletion, resulting in
year-over-year net employment gains of
around 3 percent. Heading into the
downturn, job addition begins to dwindle while job deletion speeds up. At the
onset of the recession (July 1990), job
losses take a sharp turn upward, rising
from 0.4 percent to 1.8 percent at the
March 1991 trough. Meanwhile, the
drop in job gains is just as steep (from
2.1 percent to 0.8 percent), as many
industries switch from rising or steady
hiring levels to falling employment.
The unusual features of this recession
are net employment declines that continue from December 1990 to March
1992 and job additions that do not begin to accelerate until January 1992.
Figure 1 clarifies the source of current
slow employment growth nationally:
Job deletion has returned to its prerecession rate of between 0.25 and 0.50
percent, but the job addition rate has
not yet bounced back to the 3.0 to 3.5
percent range realized at the end of the
last expansion. In fact, it seems to be
stuck at the same rate as in the early
months of the downswing.

The economy's anemic job creation has
two dimensions: Fewer industries reported employment gains (an average
of 28 in 1993, compared with 37 in
1989), and the average job addition rate
in expanding industries is lower. The
average monthly job addition rate per
industry in 1993 was .068 percent, down
from .074 percent in 1989. While the
1989 figure seems only slightly higher,
it would have translated into average
year-over-year net employment growth
of 1.72 percent in 1993, rather than the
1.54 percent realized. The sources of
uneven and weak job additions can be
further investigated at the state level. Is
slow growth on the national level the
result of regional variation in the severity and length of the recession?
• Job Addition and Deletion
at the State Level
According to the National Bureau of
Economic Research, the U.S. recession
began in July 1990 and ended in March
1991, but the timing across states was
highly uneven.5 There is no uniform
dating procedure for recessions at the
state level, so we will measure them as
the period of continuous year-over-year
employment declines.6 Under this definition, most Mountain and Great Plains
states remained unscathed in the latest
downturn. The Midwest recorded mild
employment losses, while the coastal

states were hit hard. Note also that under this definition, the recession for the
nation as a whole would be measured
as starting later but lasting longer: from
December 1990 to April 1992.
Evidence of the regional disparity in
timing for the states used in our discussion is presented in figure 2. Texas
never experienced net employment declines, although jobs growth did slow
between July 1990 and July 1991. Industrial states like Ohio and Michigan
were in recession for a relatively short
time, exhibiting declines for about a
year. At the other end of the spectrum,
New York, New Jersey, and Massachusetts posted net job losses over a much
longer period. California, the state holding the largest share of the nation's employment, was one of the last to enter
the downturn but remains the only state
in this group still in a recession.7
To gauge the extent to which these 10
states support the U.S. trend in job addition and deletion, we calculate their average job addition and deletion rates over
three periods: pre-recession, recession,
and expansion. The results, presented in
table 1, reflect both divergent patterns
and a commonality among the states.
Clearly, the depth of each state's recession varied greatly. California, New
York, New Jersey, and Massachusetts
had severe contractions, with jobs being eliminated three to five times faster
than they were added. For example, the
job deletion rate for Massachusetts averaged 5.25 percent during its recession and reached a high of 8.4 percent
in March 1991, translating into a loss
of 336,000 workers. Such steep rates
of job deletion are easily associated
with the regional impact of sharp nationwide reductions in specific industries, particularly in the defense industries concentrated in these states.
Another source of variation reflected in
table 1 is the need for states with rapidly growing populations (Florida,
Texas, and California, for instance) to
have higher job addition rates in order
to avoid steadily rising unemployment.
The job addition rates for these states

were well above the U.S. average in
the pre-recession period and have continued to remain above the national average in the recovery. The exception is
California, which has an expanding
population but a job addition rate close
to zero, indicating that the lingering recession there is quite severe.
Although the states have had different
experiences in the recession and recovery, a strong pattern emerges from table 1. In all but two states, job deletion
either returns to or falls below its prerecession rate, while job addition remains much lower than before. Indeed,
this is exactly the pattern we saw at the
national level in figure 1. Even in
Texas — where there was no recession
— recent job gains are still well below
pre-recession rates. While substantially
higher employment losses set it apart
from other states, California shares the
common thread of fewer new hires in
expanding industries. The one exception is Massachusetts, where the job addition rate not only has rebounded, but
has accelerated to a five-year high.
Because sluggish levels of payroll additions are the driving factor for slow employment growth in the majority of
these states, the obvious question is
why employers are hiring fewer people. To provide a look at the mechanics
of job addition and deletion rates, we
turn to a discussion of two states with
divergent experiences in net employment growth.
• Ohio and Massachusetts
Since April 1992, year-over-year net
employment growth has averaged 1.0
percent in Ohio and 2.0 percent in Massachusetts. Job deletion in the two
states is fairly similar, but job addition
is not. Indeed, the timing and trend of
job addition rates implicate this measure as the source of slower-than-usual
employment growth.
Ohio Figure 3 plots employment gains
and losses in Ohio, a trend that matches
quite closely the one observed at the national level. Ohio is also representative
of the typical patterns seen in most of
the other states in our discussion. Each

FIGURE 3

EMPLOYMENT GAINS AND LOSSES
IN OHIO

Percent
4.01

1989

1990

1991

FIGURE 4

1992

1993

1994

EMPLOYMENT GAINS AND LOSSES
IN MASSACHUSETTS

Percent
10
-

J

r

iJob deletion rate

/

\

\ j o b addition rate
1*

1989

1990

^ — ^ ,
^"\*i

1991

1992

1993

1994

NOTE: Numbers printed in blue indicate the number of industries reporting rising employment at three points
in time: January 1989, December 1991, and January 1994. Shaded areas indicate recession.
SOURCE: Authors' calculations based on data from the U.S. Department of Labor, Bureau of Labor Statistics.

varies in the magnitude of job addition
and deletion rates, but all of the states
replicate the common thread: lower job
addition in expanding industries.
Coming out of the recession, a steady
rise in job addition begins, which
might have led to a good rebound in
employment growth. However, Ohio's
job addition rate stagnated in early
1992 and has remained relatively flat
ever since — despite reports from a
number of industries that employment
has increased steadily over the same period. Thus, progressively more of the
state's industries are recovering, but in
the process are adding fewer jobs. This

pattern is evident in a variety of industries, including manufacturing, retail
trade, and services. The stalled job addition rate has caused the state's net
employment growth to linger around 1
percent for the past two years, compared with 3 percent in 1989.
Like the nation, Ohio's weak rate of
new hires has two dimensions. Not
only are there fewer industries reporting rising payrolls (an average of 29 in
1993, compared with 42 in 1989), but
the average job addition rate for these
growing industries is lower: In 1993,
the average monthly rate of new hires

per industry was .053 percent, compared with .062 percent in 1989. Indeed, had the latter rate prevailed, net
employment growth in Ohio would
have averaged 1.9 percent, rather than
the actual 1.5 percent.
On the upside, total job losses in
shrinking industries (measured by the
job deletion rate) headed down in 1993
to less than half a percent. This is especially evident in manufacturing, which
experienced a high degree of restructuring and productivity growth in the
1980s that led to employment declines.
There has even been a mild slowing in
job losses in the heavily restructured
communications sector. If the end of industry job losses alone indicated a resurgent economy, then Ohio would be
unusually healthy.
Massachusetts Massachusetts had a
long, severe recession with a high
amount of reallocation. As shown in
figure 4, the job deletion rate began to
climb as early as March 1989, reaching
a high of 8.4 percent in March 1991
and remaining well above 4 percent for
most of the recession. In April 1991,
one of the lowest points in this state's
downturn, only three industries had reported net employment gains: personal
services, health services, and engineering and management services. In the
recovery, however, the severe losses
are being reabsorbed as the job addition rate has escalated strongly since
early 1992. It now stands at 6.48 percent — more than double the average
pre-recession rate of 2.57 percent. The
result is an impressive rate of net employment growth in the range of 5 to 6
percent in recent months. Though job
losses have not entirely ceased, the
state is on the path to a robust recovery.
Improvements in net jobs growth in
Massachusetts can be traced to the fact
that the state now has more industries
reporting rising employment with a
higher job addition rate per industry
than before the recession. The mean
rate of new hires per industry climbed
from .144 percent in 1989 to .152 percent in 1993. As of January 1994, job
additions were reported in 32 industries,

including real estate, food and kindred
products, and general building and contracting (which posted year-over-year
employment gains as high as 24 percent in 1993).
• Conclusion
While the states differed in the timing
and depth of their recessions, the current
expansion has witnessed widespread
weakness in the rate of job addition in
growing industries that has limited overall employment gains. In most large
states and in the nation as a whole, the
less-than-stellar net employment growth
can be traced to the fact that the rate of
new hires has not yet rebounded. A detailed look at two states offers further support of this conclusion: So far in this expansion, the difference in employment
growth between Ohio and Massachusetts
is due to variations in their job addition
rate, not their job deletion rate.
What are the factors that might have
suppressed growth in new jobs? Feasible explanations include productivity
gains, increases in hiring and firing
costs, or uncertainty about economic
conditions. Productivity gains seem
somewhat unlikely, because these effects would tend to focus on the industries with the most rapidly rising productivity, namely manufacturers. If slow
employment growth resulted from continuing economic uncertainty on the
part of employers, the recently higher
consumer confidence rates and positive
economic reports should cure this problem. On the other hand, a general resistance to new hirings on the part of employers based on a perception of rising
employment costs would likely continue to hold back the expansion.
While our analysis is not definitive in pinpointing the reason for firms' slow hirings, it supports concerns that employment costs associated with hiring or firing
workers held down past employment
gains and may limit future increases.

•

Footnotes

1. See Steven J. Davis and John Haltiwanger,
"Gross Job Creation, Gross Job Destruction,
and Employment Reallocation," Quarterly
Journal of Economics, vol. 107, no. 3 (August 1992), pp. 819-63.
2. A summary of techniques used in the
analysis of job creation and destruction can
be found in Randall W. Eberts and Edward
Montgomery, "Employment Creation and Destruction: An Analytical Review," Federal Reserve Bank of Cleveland, Economic Review
(1994 Quarter 3), forthcoming.

5. See Steven D. Gold and Sarah Ritchie,
"Differences among States in the Impact of
the Recession," New York: Center for the
Study of the States, January 1994.
6. At the national level, the National Bureau
of Economic Research examines many factors when dating recessions, including trends
in output, income, employment, and trade.
7. According to our measures, California is
still experiencing a recession, although reports early this year from the Federal Reserve Bank of San Francisco suggest improving conditions in the state.

Kristin M. Roberts is a research assistant
and Mark E. Schweitzer is an economist at
the Federal Reserve Bank of Cleveland.
The views stated herein are those of the
authors and not necessarily those of the Federal Reserve Bank of Cleveland or of the
Board of Governors of the Federal Reserve
System.

3. See Joseph A. Ritter, "Measuring Labor
Market Dynamics: Gross Flows of Workers
and Jobs," Federal Reserve Bank of St. Louis,
Economic Review, vol. 75, no. 6 (November/
December 1993), pp. 39-57.
4. "Industry" refers to the 1987 two-digit
SIC code definitions in The Standard Industrial Classification Manual published by the
U.S. Office of Management and Budget. We
used the largest sample of two-digit industries available for all 10 states. To account for
industries where no data were available, we
calculated a residual industry, which is defined as employment in the one-digit industry
minus employment in the two-digit industries
for which data existed.

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Research Department
P.O. Box 6387
Cleveland, OH 44101

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