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ESSAYS ON ISSUES

THE FEDERAL RESERVE BANK
OF CHICAGO

JULY 1997
NUMBER 119

Chicago Fed Letter
New data on
mortgage lending
Much of the recent research on mortgage lending relies on data from the
1990 Census and the reports compiled
under the Home Mortgage Disclosure
Act (HMDA). The advantage of these
data is that their content and geographic coverage are relatively comprehensive, making them useful for
identifying overall trends and patterns.
For example, figure 1, which is based
on HMDA data, shows that refinance
loan volumes for the U.S. rose to a
peak in 1993 and then fell to a level
in 1995 that was slightly above the
level in 1991 (1996 data are not yet
available). This refinance boom was
partially the result of lower interest
rates for mortgage loans. The return
to 1991 loan volume is observed across
most ethnic categories, with the notable exception of blacks; the number
of refinance loans to blacks in 1995
was almost three times the number
of loans made in 1991. Although not
reported in figure 1, the increase in
the number of refinance loans is even
more apparent for lower-income

blacks. This increase in refinancing
might be evidence of an increase in
efforts by lenders to market their
products to blacks. Alternatively, it
may reflect changes in the personal
finances and circumstances of this
ethnic group. The HMDA data, however, do not provide sufficient detail
about the borrower, the loan product, and the mortgage process to fully
explain the observed patterns.
To increase our understanding of
the mortgage process, the Federal
Reserve Bank of Chicago sponsored
several questions concerning mortgages in the 1996 wave of the Panel
Study of Income Dynamics (PSID).1
This Fed Letter examines the preliminary release of the 1996 PSID data,
focusing on two primary areas: a statistical overview of home ownership
and mortgage terms, and differences
in the home purchase process among
various demographic groups.
The Panel Study of Income Dynamics

The PSID is an annual survey of U.S.
households that started in 1968 and
now includes approximately 8,500
households, of which
about 3,300 are headed
by a minority. Unlike
1. Refinance loan volumes
many surveys, the PSID
index, 1990=100
follows the same house900
holds over time. The
White
principal focus of the
Black
Other minorities
survey each year is the
600
demographic and economic circumstances
of the household, including detailed infor300
mation on employment,
sources of income, and
family composition.
0
From time to time, special topics are added to
1991
1992
1993
1994
1995
the core survey, includSource: Federal Financial Institutions Examination Council,
HMDA data, 1–4 family, various years.
ing a wealth and asset

supplement at five-year intervals
beginning in 1984. The 1996 survey
includes supplemental questions on
mortgage financing, consumer bankruptcy, and risk taking.
Home ownership
Figure 2 summarizes home ownership and mortgage characteristics
from the PSID, disaggregated by the
ethnicity of the head of the household and household income. Households with 1991 incomes in the lowest
30% of the national income distribution are categorized as low income.
Most of the minority households are
black. The figure uses the 1992 sampling weights, which are designed to
make estimates from the survey apply
to the nation as a whole. The national
home ownership rate estimate based
on the PSID sample for 1996 is approximately 67%, but there is considerable variation in the ownership rate
among demographic groups. Minority
and low-income households have
ownership rates of 45% and 47%,
respectively, compared with the 71%
rate for white households.
Based on the PSID data, 63% of homeowners have a loan on their homes;
55% have a traditional mortgage, with
the rest consisting of land contracts,
home equity loans, home improvement loans, and lines of credit. Of all
households, approximately 7% have
multiple loans on their residences,
including second mortgages. Surprisingly, low-income owners are the most
likely to own their homes outright.
Only 37% of low-income homeowners
have a loan of any kind on their home
and only 28% have a traditional mortgage. Without further inquiry, it is
not possible to determine if this difference means that low-income individuals have less access to credit or that
they have less need for credit.

2. Overview of 1996 PSID mortgage data

Total

Full sample
Sample size
Homeowners
Checking/savings account

8,517
67%
78

Non-white
household
heads

White
household
heads

3,302
45%
47

5,178
71%
84

Low-income
householdsa

2,121
47%
54

Medium- and
high-income
households

5,163
73%
87

Renters
Took steps to buy
Applied for loan

9
4

8
4

10
4

4
2

12
6

Owners
Loan on home
Multiple loans
Mortgage in 1996

63
7
55

62
5
52

63
7
56

37
2
28

68
8
61

19
25
35
74
7.8
7.0

16
47
22
82
8.4
8.0

19
23
37
73
7.7
7.0

15
26
14
70
8.4
8.0

19
25
37
74
7.7
7.0

7.9
8.0

8.1
8.0

7.9
8.0

8.4
8.0

7.9
8.0

7.5
7.0

9.2
9.0

7.4
7.0

8.4
8.0

7.5
7.0

Reasons for selecting a lenderb
Previous experience with lender
Mortgage/home loan
Checking/savings
Other loan
Other experience

38
23
21
9
4

18
4
7
6
5

40
24
23
10
4

37
17
22
6
5

38
23
21
10
4

Other reasonsc
Office nearby
Family and friends
Advertisement
Agent
Other reason

8
15
11
18
20

7
14
15
28
28

8
15
11
17
20

2
7
6
23
22

9
15
11
18
20

Households with a mortgage
Variable rate
Government insured
Refinanced
Mortgage duration ≥ 16 years
Mean interest rate
Median interest rate
Original mortgage
Mean interest rate
Median interest rate
Refinanced mortgage
Mean interest rate
Median interest rate

a

Low-income households are defined as those with 1991 total income at or below the 30th
percentile of the income distribution.
b
Households with mortgage dated 1991 or later. Respondents were allowed to indicate multiple
reasons for selecting a lender.
c

Those not reporting a previous experience with lender.
Source: Authors’ tabulations from 1996 PSID based on 1992 combined sampling weights.

Part of the gap in the rate of owning
outright is due to life-cycle differences across demographic categories.
Households headed by older individuals may have acquired sufficient
wealth to pay off loans on their homes,
and these households may have relatively low incomes after retirement.
The low-income category contains a
disproportionate number of households headed by individuals 55 years
of age and older. Restricting the sample to household heads aged 25–54
diminishes, but does not eliminate,
the greater likelihood of low-income

households owning their homes. For
this age group, 84% of all households
have some sort of loan on their house,
whereas 66% of low-income households have loans.
Several unique questions in the 1996
PSID survey may shed some light on
the extent to which insufficient access
to credit is a stumbling block to acquiring a home. Renters were asked
“Since January 1991, did you take
steps to buy your own home?” Overall,
9% reported taking steps, but we do
not know exactly what actions were

taken. The estimates for minority
and low-income households are lower
yet. Slightly less than half of those reporting that they took steps went as
far as applying for financing, with the
lowest response rate again for the
low-income group. The responses to
this question suggest that relatively
few non-owners make it as far as the
application process.
Differences in home mortgage
characteristics
The PSID data show differences in
mortgage terms across demographic
groups. We see a tendency for minority
households to use longer-term, fixed
rate, and government-backed mortgages. Furthermore, minority and lowincome households are less likely to
refinance their loans. Approximately
19% of all households with mortgages
have variable rate contracts and 74%
have contracts with durations longer
than 15 years. Among minority households with mortgages, only 16% are
variable rate and 82% have durations
in excess of 15 years. Although 35%
of all homeowners with mortgages
have refinanced loans as opposed
to original mortgages (27% have
loans refinanced since 1990), only
22% of minority households (13%
since 1990) and 14% of low-income
households (9% since 1990) have
refinanced loans.
A potentially important finding is
that minority and low-income households pay higher mortgage rates than
other segments of the population, a
dimension that is ignored in accept/
deny studies of mortgage lending.
Comparable differences are seen in
median rates as well. An institution
could adjust for risk by charging a
higher lending rate, or discrimination
in the mortgage credit process could
result in higher rates for minority and
low-income households. The PSID
data reveal that, on average, minority
and low-income households pay a
mortgage rate of 8.4% compared with
an overall rate of 7.8%.
This rate gap largely reflects rate differences for refinanced loans rather
than original mortgages. Figure 2

illustrates that minority and low-income households that have refinanced
loans pay higher interest rates than
other households pay on refinanced
loans. The average rate for all households holding refinanced mortgages
is 7.5%, compared with 9.2% for
minority households and 8.4% for
low-income households. This rate
gap is not explained by the vintage
of the refinance loan, although we
must exercise caution in our interpretation due to small sample sizes.
The average rate for all households
holding mortgages refinanced after
1990 is 7.3%, compared with 8.8%
for minority households and 8.4%
for low-income households. However,
minority households with original
mortgages fare better. The average
rate for all households holding original mortgages is 7.9%, compared
with 8.0% for minority households
and 8.4% for low-income households.
Again, the picture is not altered by
considering the vintage of the original loan. The average rate for all
households holding original mortgages contracted after 1990 is 7.5%,
compared with 7.3% for minority
households and 7.9% for low-income households.
More research using the PSID data
is needed to fully explore the issue
of minority and low-income groups
paying higher mortgage rates. One
possible explanation is that low-income
and minority borrowers are more
likely to refinance to extract equity
rather than refinancing solely to take
advantage of lower interest rates.
Households that draw upon their
equity may be considered riskier by
lenders and, thus, are charged higher
interest rates. Consistent with this interpretation, Hurst and Stafford (1996)
find that refinancing to remove equity is
sometimes associated with subsequent
financial distress such as bankruptcy.2
The mortgage application process
The 1996 survey also reveals differences in the application process.
Figure 2 summarizes information
on the factors that influenced the
respondents’ choice of a lender for

mortgages contracted after 1990. For
all borrowers, 38% reported an existing relationship with the lender at
the time they applied for their mortgage, typically a savings/checking
account or a prior home loan. Only
18% of minority borrowers reported
such a relationship.
In the full sample, only 47% of minority households and 54% of lowincome households reported having
a bank account, compared with 78%
overall. There is a sizeable difference
even for households with mortgages,
with 72% of minority and 67% of
low-income households reporting an
account compared with 90% overall.
However, the lack of accounts cannot
fully explain the lower rate of prior
experience with the lender for minorities. Although not reported in the
figure, we see a similar pattern if we
look at households holding a refinanced loan that, therefore, already
have a relationship with a lender. Of
all households that refinanced since
1990, 53% reported a previous experience with their lender compared
with only 27% of minority refinances.
Rather than continuing a prior relationship with a lender, minority borrowers tend to rely more on referrals
from real estate agents, advertisements,
and unspecified other reasons when
choosing a lender.
Summary
At the outset, we observed that the
HMDA figures for 1991–95 show
that refinance lending to blacks has
remained relatively strong following
the peak of the refinance boom in
1993, in contrast to other groups.
Although the HMDA data show sustained refinance activity by blacks,
the PSID data reveal that minority
homeowners are less likely to refinance. In other words, the fraction
of minority homeowners holding an
original loan is higher than that of
white homeowners. This may change
over time if refinance activity by blacks
remains strong. The PSID data also
show differences in mortgage terms,
with minority and low-income households paying higher rates, especially

for refinanced loans. The data suggest that minority borrowers are less
likely than other households to use
prior experience with a lender when
deciding where to apply for a loan.
Fully explaining these patterns requires further study, and the PSID
data will be an important tool in
the process.
—Paul Huck, economist,
Consumer and
Community Affairs Division
—Lewis M. Segal, economist,
Department of Economic Research

1
Further information and data may be
located on the Bank’s Web site (http://www.
frbchi.org) or the PSID Web site (http://
www.umich.edu/~psid/index.html). A full
description of the PSID is contained in
Martha Hill, The Panel Study of Income
Dynamics A User’s Guide, New York: Sage
Publications, 1992.
2
See Erik Hurst and Frank Stafford,
“Liquidity restrictions and bankruptcy
as limits to private borrowing: 1990’s mortgage refinancing,” University of Michigan,
Survey Research Center, Institute for Social
Research, working paper, 1996.

Michael H. Moskow, President; William C. Hunter,
Senior Vice President and Director of Research;
Douglas Evanoff, Assistant Vice President, financial
studies; Charles Evans, Assistant Vice President,
macroeconomic policy research; Daniel Sullivan,
Assistant Vice President, microeconomic policy research;
William Testa, Assistant Vice President, regional
programs; Helen O’D. Koshy, Editor.
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. Articles may be
reprinted if the source is credited and the
Research Department is provided with copies
of the reprints.
Chicago Fed Letter is available without charge
from the Public Information Center, Federal
Reserve Bank of Chicago, P.O. Box 834,
Chicago, Illinois 60690-0834, tel. 312-322-5111
or fax 312-322-5515. Chicago Fed Letter is also
available on the World Wide Web at http://
www.frbchi.org.
ISSN 0895-0164

Tracking Midwest manufacturing activity
Purchasing managers’ surveys (production index)
80

Manufacturing output indexes
(1992=100)
CFMMI
IP

Apr.

Month ago

Year ago

121.4
120.5

121.1

115.4
115.2

120.8

70

Midwest

Motor vehicle production
(millions, seasonally adj. annual rate)
May

Month ago

Year ago

5.8

5.7

6.4

Light trucks 5.4

5.3

5.4

Cars

60

U.S.

Purchasing managers’ surveys:
net % reporting production growth
May

Month ago

Year ago

MW

56.6

61.4

62.1

U.S.

57.0

56.6

52.9

50

40

The Chicago purchasing managers’ survey for production declined to 56.6%
in May from 61.4% in April. The U.S. purchasing managers’ survey increased
slightly from 56.6% to 57.0%. Motor vehicle production edged up slightly, with
car production increasing from 5.7 million in April to 5.8 million units in May
on a seasonally adjusted annual rate. Light truck production also increased from
5.3 million to 5.4 million units.

1997

Sources: The Chicago Fed Midwest Manufacturing
Index (CFMMI) is a composite index of 16 industries,
based on monthly hours worked and kilowatt hours.
IP represents the Federal Reserve Board’s Industrial Production Index for the U.S. manufacturing
sector. Autos and light trucks are measured in annualized units, using seasonal adjustments developed by the Board. The purchasing managers’
survey data for the Midwest are weighted averages
of the seasonally adjusted production components
from the Chicago, Detroit, and Milwaukee Purchasing Managers’ Association surveys, with assistance
from Bishop Associates, Comerica, and the University of Wisconsin–Milwaukee.

Chicago Fed Letter

The Chicago Fed Midwest Manufacturing Index (CFMMI) rose 0.3% in April,
slowing slightly from a 0.4% increase in March. The Federal Reserve Board’s
Industrial Production Index for manufacturing declined 0.2% in April.

1996

FEDERAL RESERVE BANK OF CHICAGO

1995

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P.O. Box 834
Chicago, Illinois 60690-0834
(312) 322-5111

1994

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