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ESSAYS ON ISSUES

THE FEDERAL RESERVE BANK
OF CHICAGO

JULY 2006
NUMBER 228

Chicago Fed Letter
Looking for diamonds in the rust: Midwest cities and job growth
by Michael Munley, senior business economist

While many discuss the Midwest’s economic struggles, often overlooked are the varied
performances of the region’s cities. The author looks at the performances of the region’s
cities since the turn in the regional economy five years ago and assesses how each city’s
performance was affected by its industry mix.

About ten years ago, economic growth

Based on their broad industry
structure, more than half of
the cities in the Seventh
District were poised for
modest job gains.

in the Midwest was robust enough for
the region to shake off its old moniker,
the “Rust Belt.” Personal income growth
in each of the states in the Federal Reserve’s Seventh District1 matched or exceeded the national average for most
of the 1990s. Employment growth was
slower than in the rest of the country,
but in large part because workers were
hard to come by. The District’s unemployment rate was below the national
average throughout most of the 1990s.
Then the region was hit hard by the
2001 recession, and it has yet to fully recover. Its unemployment rate is back
above the national average, and the
District overall has lost 500,000 jobs from
its peak in 2000. Many analysts attribute
the region’s struggles to its concentration in manufacturing activity, and once
again call it the Rust Belt. The Chicago
Fed hosted a series of conferences to
discuss the future of manufacturing and
its impact on the Midwest.2
Still, in all the discussion of the struggles
of the Midwest, what have been lost are
the dynamics of the many cities that make
up the region. Each of the cities (defined
here as metropolitan statistical areas, or
MSAs) has its own industry structure, and
each has its own set of idiosyncratic factors that determine whether its economy
will grow or not. In this Chicago Fed Letter,
I assess the performances of these cities

since the turn in the regional economy
five years ago, identify the strong performers, and discuss their prospects to
sustain that job growth.
The past five years

The Seventh District contains at least
part of 55 different MSAs. The employment changes in these MSAs have been
anything but uniform over the past five
years (see figure 1). To put the MSA performances in perspective, U.S. nonfarm
employment increased 1.3% between
2000 and 2005, while Seventh District
employment decreased 2.8%. Twelve
cities in the District had employment
growth above the national average. Iowa
City recorded the fastest employment increase at 8.9%, while Kokomo, Indiana,
saw the largest decline, –12.0%. To some
extent, the cities’ performances correlated with the performances of their states.
Michigan, which experienced an employment decline of 6.1%, had only three
MSAs with job gains, and Illinois, with
employment down 3.0%, had none.
Meanwhile, Indiana, having witnessed a
1.4% drop in employment, had three
MSAs with job gains, including the largest city to show job gains, Indianapolis.
In Wisconsin and Iowa—states that both
saw employment increase 0.2% over the
past five years—the majority of MSAs
had a rise in jobs, and only one city in
each state had employment declines
worse than the regional average.

insurance, and real estate; services; and
the remaining industries (natural resources, government, and all other nonfarm jobs). So, in my experiment, all of
the industries within each of these are
assumed to grow at the same rate as the
broad category. For example, all manufacturing jobs—whether in motor vehicles, fabricated metals, food processing,
or any others—are just classified as
manufacturing and expected to grow
at the same rate.

1. MSA job growth, 2000–05

Madison

Iowa
City

Milwaukee

Chicago/
Naperville/
Joliet

Des Moines

Percent change
–12 to –6
–6 to –3
–3 to 0
0 to 3
3 to 6
6 to 9

Lansing

Detroit/
Warren/
Livonia

Elkhart

This shortcoming makes the estimate for
expected job growth quite rough. Cities
with a concentration in the poorest performing manufacturing industries misleadingly appear to perform well below
expectations. For example, employment
in primary metals manufacturing—such
as steel mills—in the U.S. declined 24.6%
in the past five years, while overall manufacturing employment fell 17.6%. Cities
with a heavy concentration in steel mill
jobs are expected to have smaller declines
than they would if their concentration
in steel was fully factored in.

Kokomo

Indianapolis

NOTE: MSA means metropolitan statistical area.
SOURCE: U.S. Bureau of Labor Statistics from Haver Analytics.

Industry structure

While it is helpful to see which cities had
employment declines and which had
gains, it is an incomplete picture. A more
interesting question than “Did this city
experience job growth?” is “Did this city’s
job growth exceed what could be expected for a city with its industry structure?”
A recent paper by Guhan Venkatu, an
analyst at the Cleveland Fed, considers
this question for Cleveland’s job growth
from 1990 to 2003.3 Venkatu estimates
what Cleveland could have expected for
job growth if each of its industries grew
(or shrank) at the same rate as they did
nationally. That is, if Cleveland had an
industry mix similar to the national economy in 1990, it would have expected to
increase employment at a similar rate to
the rest of the country. But it did not have
such a mix—it had a larger share of jobs
in manufacturing. Since manufacturing
employment declined during this time,
Cleveland should have expected to see
slower job growth than the rest of the
country. Venkatu argues that job growth
in line with these expectations would

Figure 2 shows the results for each of the
cities in the Seventh District. A city’s expected job growth rate is reflected on the
horizontal axis; its actual job growth rate
is reflected on the vertical axis. About
half of the MSAs were expected to show
an increase in employment, though the

suggest Cleveland’s underperformance
can be blamed solely on its industry
mix. However, Cleveland’s actual job
growth was well short of what should
have been expected, given its industry
mix, which suggests
other factors may have
2. Actual versus expected job growth for MSAs
played a role. Here, I
perform a similar exactual (percent change)
periment for the cities
15
in the Seventh District
Iowa City, IA
during 2000–05.
10

There is limited industry mix data available
for the MSAs in the
Seventh District. Only
44 of the 55 MSAs have
industry employment
data for 1998–2000
readily available. For
the most part, the data
are for broad industry
categories: construction; manufacturing;
transportation and utilities; wholesale trade;
retail trade; finance,

Madison, WI
Indianapolis

5

Elkhart, IN
0
Chicago
–5
Detroit
–10
–15
–15

–10

5
–5
0
expected (percent change)

10

NOTES: MSA means metropolitan statistical area. Bubble size indicates MSA
population
SOURCES: U.S. Census Bureau and author’s calculations based on data from
the U.S. Bureau of Economic Analysis and the U.S. Bureau of Labor Statistics,
all from Haver Analytics.

15

on average, large MSAs
fell short of their expected job growth by
2.3 percentage points.
Only one, Indianapolis,
exceeded expectations.

businesses had a stretch of good years,
and these cities’ standout job growth may
prove fleeting. For others, their performances reflect permanent factors that
will likely continue to work in these
cities’ favor.

The 17 medium MSAs
(population between
200,000 and 600,000)
had a much better performance, despite a
slightly larger share of
NOTES: MSA means metropolitan statistical area. See the text for the definitions
jobs in manufacturing,
of the MSA sizes.
15.4%. The average of
S OURCES: Author’s calculations based on data from the U.S. Bureau of Economic
Analysis and the U.S. Bureau of Labor Statistics from Haver Analytics.
the medium MSAs’ job
decline was 1.1% (the
average expected growth rate was –0.2%.
lowest of the three groups), five of the
The 15 cities that are plotted above the
cities exceeded their expected growth
45-degree line had actual job growth
rate, and the group underperformed by
greater than what they could have expect1.5 percentage points on average.
ed, given their industry mix. Six of these
The performance of small MSAs (pophad an increase in employment when
ulation under 200,000) varied widely.
they should have had a decrease, and two
The average actual decline in jobs was
had a smaller decrease than expected.
2.3%; however, with the highest concentration of manufacturing jobs (21.3%),
City size
the small cities were expected to see a
A city’s population size can directly affect
0.9% decline in employment. As a result,
its rate of job growth, but in an uncertain
while the absolute performance of small
way. For example, large cities have less
MSAs was the worst of the three groups,
room to expand than small cities, thereits relative performance was the best. The
by driving up land prices and public
small cities only underperformed by 1.3
service costs. However, larger cities may
percentage points on average, and nearly
attract workers by offering a wider range
half beat their expected growth rate.
of career opportunities. Size can also
shape the industry mix, which indirectly Small cities were the group with the
biggest variation in relative performance.
affects the city’s job growth. Since the
They had the largest standard error from
late 1960s, the optimal scale of manuexpectation, which measures the disperfacturing operations has been shrinking,
sion around the expected performance
even while global competition has sharpened. Accordingly, manufacturers have (similar to how standard deviation meaincreasingly preferred to locate in small- sures dispersion around the mean). Still,
er cities to take advantage of lower labor the dispersion is to be expected. Small
cities are more likely to be dominated
costs. Meanwhile, service providers tendby one industry or even one firm. Since
ed to favor larger locales to take advanthe expected job growth calculation does
tage of amenities, such as large airports.
not capture all of the variation in comAs a result, the economies of smaller
pany performance or the performance
cities have become relatively more dein small segments of an industry, it is
pendent on manufacturing.4
natural that the actual job growth in a
Figure 3 presents a statistical analysis of
small city would vary more than the
the cities’ actual and expected perforexpected job growth.
mances, grouped by population size. The
seven large MSAs (those with a populaThe diamonds in the rust
tion in 2000 greater than 600,000) have
A few cities stand out as places that had
the lowest share of jobs in manufacturing
something special going for them during
on average, 14.5%, and were expected to
the past five years. For some, their core
have the highest job growth. However,

Elkhart, IN
Elkhart is the city in the District with the
largest concentration of manufacturing jobs (45% of total employment in
1998–2000), yet remarkably, it still had
faster job growth than the national average. Elkhart is an example of a small
city dominated by one industry: recreational vehicles (RVs) in this case. The
past five years have been an especially
good time to be in the RV business. Unit
shipments increased at an average annual
rate of 10% between 2000 and 2005; by
comparison, the inflation-adjusted value
of all manufacturers’ sales increased an
annual average of 0.2%.5 The RV industry has benefited as the population has
aged, and it has remained fairly isolated
from import competition because of
different international standards. The
Recreational Vehicle Industry Association
forecasts that shipments will moderate
over the next five years, though still increase an annual average of 2.5%–5.5%.6
But, RV sales are cyclical, and Elkhart’s

3. Actual and expected job growth, by MSA size
Large
Actual job growth
(% change 2000–05)
Average
Median
Expected job growth
(% change 2000–05)
Average
Median
Average error from expectation
Standard error from expectation
Average manufacturing share (%)
Number of MSAs

Medium

Small

All

–1.8
–2.4

–1.1
–1.0

–2.3
–1.3

–1.7
–1.7

0.5
0.5
–2.3
3.9
14.5
7

0.4
0.2
–1.5
4.0
15.4
17

–0.9
–0.7
–1.3
5.7
21.3
20

–0.2
0.0
–1.5
4.8
17.9
44

Michael H. Moskow, President; Charles L. Evans,
Senior Vice President and Director of Research; Douglas
Evanoff, Vice President, financial studies; David
Marshall, Vice President, macroeconomic policy research;
Richard Porter, Vice President, payment studies;
Daniel Sullivan, Vice President, microeconomic policy
research; William Testa, Vice President, regional
programs and Economics Editor; Helen O’D. Koshy,
Kathryn Moran, and Han Y. Choi, Editors; Rita
Molloy and Julia Baker, Production Editors.
Chicago Fed Letter is published monthly by the
Research Department of the Federal Reserve
Bank of Chicago. The views expressed are the
authors’ and are not necessarily those of the
Federal Reserve Bank of Chicago or the Federal
Reserve System.
© 2006 Federal Reserve Bank of Chicago
Chicago Fed Letter articles may be reproduced in
whole or in part, provided the articles are not
reproduced or distributed for commercial gain
and provided the source is appropriately credited.
Prior written permission must be obtained for
any other reproduction, distribution, republication, or creation of derivative works of Chicago Fed
Letter articles. To request permission, please contact
Helen Koshy, senior editor, at 312-322-5830 or
email Helen.Koshy@chi.frb.org. Chicago Fed
Letter and other Bank publications are available
on the Bank’s website at www.chicagofed.org.
ISSN 0895-0164

fortunes will be closely tied to this cycle
so long as the city maintains its high
concentration of jobs in this industry.
Iowa City, IA, and Madison, WI
Iowa City and Madison are grouped together because they both have expanded
for the same reason: They are home to
large state universities. University towns,
with their large population of highly educated and highly paid workers, have
been a magnet for businesses in recent
decades. In fact, the rest of the District’s
major university towns—Ann Arbor, MI;
Bloomington, IN; Champaign, IL—also
showed some relative strength during
2000–05. Certainly, the presence of a major university does not make a city immune to economic hardship, but a major
university is one factor that can help a
city sustain job growth. Given their industry mix, all five university towns were
expected to show job growth, with an average expected gain of 1.5%. And since
the mid-1990s, each one has sustained
faster job growth than its state average.

Indianapolis, IN
Indianapolis was the only large city to
experience job growth and exceed its
expected growth rate during 2000–05.
According to forthcoming research
from the W. E. Upjohn Institute for
Employment Research, Indianapolis
offers a strong competitive environment
for many of its major industries, including lighting equipment manufacturing,
pharmaceutical manufacturing, and
insurance. Most of its major industries
have not been strong national performers, which might limit the city’s potential. But Indianapolis ranks in the top
half of cities for several factors that spur
employment growth (skilled work force,
income equality, and business dynamics)
and others that contribute to income
growth (local amenities and urban/
metro structure).7
Conclusion

For the past five years, the cities in the
District have seen significant job losses

1

The Seventh District comprises all of Iowa
and most of Illinois, Indiana, Michigan,
and Wisconsin.

3

For more information, see William A. Testa,
Thomas H. Klier, and Richard H. Mattoon,
2005, “Challenges and prospects for
Midwest manufacturing: Report on the
2003–04 Chicago Fed Manufacturing
Project,” Chicago Fed Letter, Federal Reserve
Bank of Chicago, No. 211b, February.

4

Federal Reserve Bank of Chicago, 1995,
“Midwestern metropolitan areas: Performance and policy,” conference summary,
November 28, pp. 6–7.

5

RV shipments data are from the Recreational
Vehicle Industry Association; these figures
do not include the 38,900 emergency living
units shipped to victims of Hurricane

Nonetheless, the shortfall of job growth
also suggests that other factors, in addition to industry mix, may be hindering
growth here. There are some factors,
such as its climate, that the Midwest can
do nothing about. But there are others—
such as resolving issues related to legacy costs and educating the work force
to attract more businesses or different
industries—that it can and will change
over time.

Guhan Venkatu, 2006, “Cleveland (on the)
rocks,” Economic Commentary, Federal Reserve
Bank of Cleveland, February 1.

2

on average, a problem that is popularly
believed to be tied to the region’s reliance on manufacturing. However, based
on their broad industry structure, more
than half of the cities were poised for
modest job gains, and nearly one-quarter
of them did expand. Still, most of the
cities fell short of their expected job
growth. To some extent, this shortfall
reflects the ties between manufacturing
and other industries. For example, business services firms here likely underperformed as well because more of their
clients are manufacturers.

Katrina. Inflation-adjusted manufacturers’
sales data are from the U.S. Bureau of
Economic Analysis via Haver Analytics.
6

Recreational Vehicle Industry Association,
2006, “RV business indicators,” report,
Reston, VA, February 3.

7

Randall Eberts, George Erickcek, and Jack
Kleinhenz, 2006, “Dashboard indicators for
the Northeast Ohio economy,” Fund for
Our Economic Future, draft final report,
February 7, pp. 17, 44–62.