View original document

The full text on this page is automatically extracted from the file linked above and may contain errors and inconsistencies.

ESSAYS ON ISSUES

THE FEDERAL RESERVE BANK
OF CHICAGO

NOVEMBER 2006
NUMBER 232

Chicago Fed Letter
Community development spending, 1981–2004
by Julie Gerenrot, master’s candidate in economics, Northwestern University, David B. Cashin, associate economist, and
Anna L. Paulson, senior financial economist

Millions of low-income individuals in the U.S. are aided through community development
programs, which are funded by federal, state, and local governments. The authors consider
whether federal transfers and expenditures from moneys generated by states and localities
respond to state-level trends in unemployment and poverty.

Community development spending is
an important component of the U.S.
public welfare system, directly affecting
the lives of many who live in the United
States. Nearly nine million low-income
individuals live in
housing subsidized by
1. Community development spending in the U.S., 1981–2004
the U.S. Department of
Housing and Urban
real dollars per capita (2000)
Development (HUD).1
120
Total federal spending
on community development exceeded
90
$45 billion in 2004—
approximately $155 for
each person living in
60
the United States.2

federal and the state/local components
of total state spending on community
development. For example, we consider
whether federal transfers and stategenerated expenditures respond to
state-level trends in unemployment and
poverty. These exercises help us to understand how we should think about
public community development spending: that is, whether it should be regarded as part of the social safety net that
responds to short-term economic fluctuations—such as periods of high unemployment—or as part of the social
safety net that focuses more on alleviating long-term and persistent conditions—such as high rates of poverty.

In this Chicago Fed Letter,
we analyze two components of each state’s
community develop0
1981 ’83 ’85 ’87 ’89 ’91 ’93 ’95 ’97 ’99 2002 ’05
ment spending for the
period 1981–2004.
Total state spending
First, we look at transFederal transfers
State-generated expenditures
fers from the federal
government that are
NOTE: Data are not available for 2001 and 2003 in this survey; therefore, there are jumps
in the lines from 2000 to 2002 and from 2002 to 2004 in this figure.
subsequently spent by
SOURCE: Authors’ calculations based on data from the U.S. Census Bureau, Annual Survey
states and localities,
of State and Local Government Finances and Census of Governments , 1981–2004.
and second, we examine expenditures
from moneys generated by states and
localities (hereafter referred to as
“state-generated expenditures”). We
analyze the determinants of both the

What do we mean by community
development?

30

We define community development as
“construction, operation, and support
of housing and redevelopment projects
and other activities to promote or aid
public and private housing and community development.”3 We ignore nongovernmental expenditures on community
development. Also, when we talk about
“total state spending,” we mean total
state and local government spending
on community development.
Our data on state spending on community development, as well as supplemental population data, are from the

2. 2004 total spending on community development, by state

149
164

96

139

62

126

134

28

76

74

27

125

92

155

101

176

66

69

44

78

89

194

103

143
66

34

87

42

53

145
107
119

143

154

84

84

76

54
72

69

100

68

5
1 4

151
227

87

77

98

72

Expenditure per capita (in real 2000 dollars)
0 to 114
115 to 227
NOTE: States in dark blue have above-average spending (>$115 per capita) on community development.
SOURCE: Authors’ calculations based on data from U.S. Census Bureau, Annual Survey of State and Local Government
Finances and Census of Governments, 1981–2004.

U.S. Census Bureau’s Annual Survey of
State and Local Government Finances and
Census of Governments (1981–2004).4 The
data cover all 50 states and include information on federal transfers to each state
(and its localities), as well as total state
spending on community development.5
The data specifically exclude the following: HUD-administered direct loans
from the Federal Housing Administration
to individuals, builders, and landlords;
building inspection and enforcement
of housing codes or standards; temporary shelters or housing for the homeless; and military housing. Additionally,
this survey of state and local governments does not include large tax-incentive programs, such as low-income
housing tax credits and new markets
tax credits.
To supplement the state and local government expenditure data, we use information on unemployment, poverty,
and personal income per capita for each
state from the U.S. Bureau of Labor
Statistics, Local Area Unemployment
Statistics; the U.S. Census Bureau’s
Historical Poverty Tables; and the U.S.
Bureau of Economic Analysis’s Regional
Economic Accounts.

Spending trends

Figure 1 describes overall trends in community development spending in real
2000 dollars per capita. There was a
gradual upward trend in real expenditure per capita on community development for the contiguous United States
as a whole, from $51 in 1981 to $115 in
2004, which corresponds to an average annual real growth rate of roughly
4%. This increase is over and above
increases in spending that simply keep
pace with inflation.
Federal transfers consistently made up
approximately 70% of overall state/local
spending on community development,
and these transfers have been the driving
force behind the gradual increase in
overall spending, rising from $36 in
1981 to $82 in 2004. State-generated
expenditures account for about 30% of
overall state/local spending. Analogous
to the rise in federal transfers, stategenerated expenditures more than doubled from $16 in 1981 to $33 in 2004.
Variation across states

Examining figure 2, we see significant
variation in spending across states. For
example, if we rank them in order of

their total state spending on community development in 2004, spending
ranges from a high of $227 per person
in Massachusetts to a low of $27 per
person in Wyoming. For the contiguous United States, the average is $115
per person.
States along the West Coast and in New
England, as well as New York, Pennsylvania, Delaware, Maryland, Minnesota,
Illinois, and Ohio, have above-average
levels of total state spending on community development.6 To better understand these variations, we analyze several
potential determinants of community
development spending.
Analysis

Recall that total state spending on
community development has two components: transfers from the federal
government to state and local governments and expenditures from moneys
generated by states and localities. Using
regression analysis, we analyze the determinants of these two components separately. We estimate two regressions with
federal transfers as the dependent
variable and two regressions with stategenerated expenditures as the dependent variable.7 Independent variables
include the following: population, population per square mile, one-year lagged
unemployment rate, one-year lagged
poverty rate, and annual personal income per capita.
First, we estimate the impact of stategenerated expenditures on federal
transfers; then we estimate the impact
of federal transfers on state-generated
expenditures. We do this to explore the
possibility of an automatic relationship
between federal transfers and stategenerated expenditures. This would be
the case if, for example, there were a federal matching program for state spending
on community development, as is the
case with Medicaid. Next, we add statespecific controls, including population,
population per square mile, one-year
lagged unemployment rates, one-year
lagged poverty rates, and annual personal income per capita. In addition, we include a full set of year fixed effects in
all of the regressions to account for

trends in the national economic and
political environment that may affect
community development spending in
all states.
Federal transfers
Regarding the effect that state-generated
expenditures alone have on federal transfers, we find that all else being equal,
states that generate $1 more for community development than the average
state receive an additional $0.19 of federal funding per capita.

When controlling for state-specific characteristics, we find no evidence of an
automatic relationship between federal transfers and state-generated expenditures. In fact, states that generate $1
more for community development than
the average state receive $0.08 less federal funding per capita. All else being
equal, population does not appear to
be a significant determinant of federal
transfers. Population density, on the
other hand, plays an important role. For
example, New York, which has a population per square mile one standard deviation more than an average state like
Michigan, will receive an additional
$9.59 per person from the federal government for community development,
according to our estimates.
State poverty and unemployment rates
also significantly influence federal
transfers for community development.
For instance, our results indicate that
Kentucky, which has a poverty rate one
standard deviation higher than an average state like Michigan, will receive
an additional $3.83 per person from
the federal government for community
development. Conversely, Louisiana,
which has an unemployment rate one
standard deviation higher than an average state like Arizona, receives $2.22
less per person from the federal government for community development.
Federal transfers for community development appear to respond countercyclically to less persistent economic
challenges, such as unemployment,
which tend to fluctuate; however, federal transfers are increasing in persistent measures of economic stress,
including the poverty rate.

Annual personal income per capita is
another factor that plays a significant
role in the level of federal transfers. For
example, Maryland, where the annual
personal income per capita is one standard deviation higher than that of an
average state like Kansas, receives $10.85
more per person from the federal government for community development.
We also observe that while poverty rates
do positively influence federal transfers,
income per capita and population per
square mile have a larger impact on the
allocation of federal dollars. To be exact,
states with poverty rates one standard
deviation above the mean receive 8%
more in federal transfers per person
than states with an average poverty rate.
On the other hand, states with population densities one standard deviation
above the mean receive 19% more in
federal transfers than states with an average population density, and states with
annual personal income per capita one
standard deviation above the mean receive 22% more in federal transfers than
states with an average annual personal
income per capita. So, for example,
Arkansas, despite its high poverty rate
of 15.1%, had below-average total state
spending on community development
($54.34 per person) in 2004 because it
had a low annual personal income per
capita ($23,662) and was sparsely populated (53 people per square mile).
State-generated expenditures
Federal transfers have a significant negative impact on state-generated expenditures when we include other controls.
States that receive $1 more of federal
funding per capita than the average
state generate $0.07 less per capita for
community development.

Annual personal income per capita is
positively associated with state and local
spending as it is with federal transfers
for community development. For instance, Maryland, where annual personal income per capita is one standard
deviation higher than that of an average state like Kansas, generates $13.94
more per person for community development. This suggests that states with
a lower annual personal income per

capita may find it challenging to generate resources for community development programs.
In contrast to its insignificant effect on
federal transfers, population is a significant determinant of state-generated
expenditures. To illustrate, our results
imply that Ohio, where the population
is one standard deviation higher than
that of an average state like Missouri,
generates $3.73 more per person for
community development. Population
per square mile, lagged unemployment,
and lagged poverty do not appear to
be significant determinants of stategenerated expenditures for community
development.
Conclusion

Community development programs
directly benefit at least nine million
low-income individuals living in publicly subsidized housing in the United
States. Real state spending per capita
for these programs has increased nearly
4% in each year of our sample period,
rising from $51 in 1981 to $115 in 2004.
Approximately 70% of these funds come
from federal transfers to states and localities, and about 30% come from
state-generated expenditures.

Michael H. Moskow, President; Charles L. Evans,
Senior Vice President and Director of Research; Douglas
Evanoff, Vice President, financial studies; Jonas Fisher,
Economic Advisor and Team Leader, 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

To determine what factors influence
community development spending, we
performed a series of regression analysis.
As these exercises were intended to examine the factors that are correlated with
community development spending rather than to model the process by which
those expenditures are determined, we
can only draw some very tentative conclusions as to why the relationships we
have highlighted exist. First, states with
higher population densities tend to
receive more federal transfer funds per
person than states with lower population densities, all else being equal. This
relationship seems appropriate considering that most community development programs are targeted at urban
areas—and states with large urban areas
1

Public housing data is available from HUD
at www.hud.gov/renting/phprog.cfm.
Voucher data is available from the Center
on Budget and Policy Priorities at
www.centeronbudget.org/5-15-03hous.htm.

2

This value is in nominal 2004 dollars.
The rest of the analysis uses values in
real 2000 dollars.

3

U.S. Census Bureau, Governments Division,
2000, Federal, State, and Local Governments:

are more densely populated than states
without large urban areas.
Our analysis also shows that states with
higher annual personal income per capita generate more community development spending and receive more federal
transfer funds than states with lower
average incomes. While it makes sense
that states with higher average incomes
are able to afford more community development spending, at first glance it
seems puzzling that these states are also
receiving more in federal transfers than
states with lower average incomes. Recall, however, that community development programs are generally geared
toward low- and moderate-income individuals and neighborhoods. Low- and

moderate-income are defined in terms
of relative, not absolute, levels of income. This helps to explain why states
with higher average incomes receive
larger transfers of federal funds for
community development.
Finally, we find that states with higher
poverty rates tend to receive more in
federal transfers than states with lower
poverty rates, and we find that states
with higher unemployment rates tend
to receive less than states with lower unemployment rates. This finding suggests
that community development spending
responds to persistent economic challenges, such as poverty, rather than to
shorter-term economic fluctuations,
such as unemployment.

Government Finance and Employment Classification Manual, November 16, available
at www.census.gov/govs/www/
classfunc50.html.

6

New England, as defined by the U.S. Census
Bureau, comprises Maine, Vermont, New
Hampshire, Connecticut, Massachusetts,
and Rhode Island.

4

Complete data are not available for 2001
and 2003 for this survey, so we exclude
these years from the analysis.

7

Further details and regression results are
available from the authors upon request.

5

Alaska and Hawaii are excluded in our
analysis because they are outliers in terms
of total state spending.