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REAL ESTATE RESEARCH

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September 17, 2015

REAL ESTATE RESEARCH
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Real Estate Research provided
analysis of topical research and
current issues in the fields of housing

Do Millennials Prefer to Live Closer to the City Center?

and real estate economics. Authors
for the blog included the Atlanta Fed's

In past posts (Part 1 and Part 2), we examined whether millennials were driving
the decline in first-time homebuyers. We concluded that, if anything, first-time

RECENT POSTS

Jessica Dill, Kristopher Gerardi, Carl
Hudson, and analysts, as well as the

homebuyers were becoming younger over time and location and economic
conditions appeared to be a much stronger predictor of declines than a

Assessing the Size and Spread of
Vulnerable Renter Households in

Boston Fed's Christopher Foote and
Paul Willen.

generational divide. In this post, we look into whether millennials prefer to live
close to the city core or in the suburbs. Where millennials settle could determine

the Southeast
What's Being Done to Help Renters

In December 2020, content from Real
Estate Research became part of

whether our cities continue to grow, what our transportation infrastructure
expenditures should be, and whether homebuilders should focus their efforts on

during the Pandemic?
An Update on Forbearance Trends

Policy Hub. Future articles will be
released in Policy Hub: Macroblog.

multifamily housing in urban locations or traditional single-family homes in the
suburbs.

Examining the Effects of COVID-19
on the Southeast Housing Market

Disclaimer

This question has received a fair amount of attention—see here, here, here, and

Southeast Housing Market and
COVID-19

Email Me

here. A number of observers have speculated whether the recent surge in
millennials living in cities represents a change in preferences or whether it's

Update on Lot Availability and
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simply an artifact of financial constraints—tighter underwriting standards, weak
income growth, or larger student debt. Nielsen's survey of young adults finds that

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Housing

millennials prefer the lifestyle afforded by dense urban environments, but the
National Association of Homebuilder's survey of young homebuyers finds that

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just 10 percent would prefer to live in the city while a whopping 66 percent want
to live in the suburbs. Setting preferences aside, others debate whether

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millennials really are moving to the city. While recent data confirm that young
people are moving to the cities at much higher rates than in the 1990s, it's also

Market?

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true that the raw majority of young people choose the suburbs over the city.
Affordable housing goals
This research on young adults tends to combine renters and homeowners in one
category. Renters tend to experience credit and financial barriers to location, and

Credit conditions
Expansion of mortgage credit

are limited in their location choice by the distribution of rental housing stock. That
can make it difficult to distinguish whether young people who move to the city do

Federal Housing Authority
Financial crisis

so because they prefer urban life or because there is more rental housing stock
in the city than in the suburbs. To shed light on the question of where millennials

Foreclosure contagion
Foreclosure laws

prefer to live, we segment out a group of young adults who experience relatively
fewer restrictions on where to live: first-time homebuyers. Our data set allows us

Governmentsponsored enterprises
GSE

to identify first-time millennial homebuyers and the census tracts where they
bought their first homes (a previous post describes the data).

Homebuyer tax credit
Homeownership

Using this data, we ask if first-time millennial homebuyers are more likely to live

House price indexes
Household formations

near the city center than either existing homeowners or older first-time
homebuyers. Finally, we look at how other factors like creditworthiness and

Housing boom
Housing crisis

student debt levels appear to influence this decision.

Housing demand
Housing prices

Below, we chart the median distance from the central business district (CBD) of
first-time and existing homeowners by age bracket from the years 2001 to 2014.

Income segregation
Individual Development Account

We find that existing homeowners tend to live, on average, 6.3 to 6.5 miles from
the city center. First-time homebuyers tend to live closer in regardless of age, on

Loan modifications
Monetary policy

average 5.8 to 5.9 miles away from the city center. Beginning in 2003, younger
first-time homebuyers trended towards more central locations. During the 2007–

Mortgage crisis
Mortgage default

09 recession, the spread between older and younger first-time homebuyers
collapsed. After the recession, the spread widened again. It's difficult to say

Mortgage interest tax deduction
Mortgage supply

whether the shift in purchase patterns is the result of financial constraints or
changing preferences, but the tendency appears to be for newer and younger

Multifamily housing
Negative equity

homeowners to purchase homes closer to the city center.

Positive demand shock
Positive externalities
Rental homes
Securitization
Subprime MBS
Subprime mortgages
Supply elasticity
Uncategorized
Upward mobility
Urban growth

What this chart cannot tell us is whether the trend that has younger people living
closer to the city center reflects uniform preferences or whether this is an artifact
of stronger economic growth in denser cities. In other words, is this trend the
result of strong home buying in compact cities and weak sales in sprawling
metropolises (that is, between cities), or is it the result of all buyers nationwide
choosing to move closer to the city center (that is, within cities)?
To further investigate whether millennials prefer to live close to the city center,
we perform several regressions to see how age relates to first-time homebuyer
location decisions before and after the crisis. We control for a few key variables
—namely, credit score, mortgage size, and student debt levels. The sample
includes first-time homebuyers aged 18–60 who chose to purchase homes in the
50 largest metropolitan statistical areas (MSA) in the United States. We calculate
distance by matching the census tract variable in the Federal Reserve Bank of
New York Consumer Credit Panel with census tract data on distance from city
center provided by CityObservatory.
Because some cities are more compact than others, we add MSA-level fixed
effects. To control for the influence of nationwide effects such as the introduction
of quantitative easing and the first-time homebuyer tax credit, we control for
year-fixed effects as well in each regression. These controls should adjust for all
region and time invariant factors that might affect both the age and location
choice of home purchases.
Since creditworthiness typically increases with age and households with higher
credit scores tend to be less constrained in their location choice, we also add a
risk score variable to see whether age is simply a proxy for the ability to borrow.
Similarly, we include mortgage balances. Finally, we add student debt balances
to see whether the higher student debt burdens of young people can explain the
discrepancy between the location choices of older and younger buyers.
The results are featured in the table below. On the right side of the table—from
2001–05 (that is, before the housing market crisis)—age appeared to have had a
small impact on location and was not significant. Other factors such as size of
mortgage and amount of student debt seemed to be larger determinants of
location. Homebuyers with larger mortgages and with more student debt were
more likely to live farther from the city center.
On the left side of the table—from 2006 to 2014 (that is, during and after the
housing crisis)—age appeared to have had a small but significant relationship
with location. Buyers who were one standard deviation younger located 0.03
standard deviations closer to the city center. With more controls included in the
regression, this relationship declined to 0.02 standard deviations closer to the
city center.

During and
after the
crisis, risk
score
became a
stronger
determinant
of location
as well. As
risk scores
increased by
one
standard
deviation,
buyers
moved
closer to the
city center
by 0.04 to
0.03
standard
deviations,
depending
on the
specification.
This
suggests
that creditconstrained
homebuyers
are more
likely to live
father away
from the city
center and
that, all else
equal,
younger
homebuyers
prefer to live
closer to the
city center.
While it appears that, on average, younger homebuyers prefer to live closer to
the city center, can we say this reflects a preference for urban life? The average
distance from city center—five-and-a-half miles—could very well describe areas
with moderate density and single-family housing stock in moderate-sized cities.
To focus on whether younger homebuyers are interested in living in the central
city, we repeat these results using a logistic regression predicting the likelihood a
first-time homebuyer will purchase within one mile of the city center. Controlling
for all available factors, we find that younger buyers are significantly more likely
to live in the heart of downtown. For each additional year, the odds that a buyer
will decide to live within one mile of the city center drop by 6 percent.
By using this unique data set, we hope that we have shed some additional light
on the age and location decisions of first-time homebuyers. Our interpretation of
the data suggests that first-time homebuyers became more likely to buy closer to
the city center during and after the housing market crisis and that young
homeowners (first-time and existing) are more likely to live closer to the city
center than older homeowners. Moreover, creditworthiness, total mortgage
balance, and student debt loads appear to matter when the time comes to
decide where to buy. In short, although age may not affect whether someone
buys a house, our analysis suggests it may influence where they buy.
By Elora Raymond, graduate research assistant, Center for Real
Estate Analytics in the Atlanta Fed's research department, and
doctoral student, School of City and Regional Planning at the Georgia
Institute of Technology, and
Jessica Dill, economic policy analysis specialist in the Atlanta Fed's
research department
September 17, 2015 in Housing crisis | Permalink