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FRBSF

WEEKLY LETTER

Number 95-33, October 6, 1995

California Dreamin': A Rebound

in Net Migration?
In recent years, widespread media attention and
policy debate have surrounded the flight of population from California. In marked contrast to the
longstanding norm of large annual inflows of
population to California from elsewhere in the
U.S., the state has experienced a sizable net outmigration of residents, most notably to neighboring states. Some observers link the reversal in
California migration flows to cyclical downturn
and structural evolution in the state economy
during the early 1990s. Sizable cut-backs in defense and aerospace employment, for instance,
adversely affected the job and income prospects
of many Cal ifornians. Moreover, the relatively
high price of housing in California has long been
a concern of potential in-migrants, and many
out-migrants from California are said to be attracted by lower house prices elsewhere. Finally,
some analysts allege that there has been a deterioration in the California quality of life, due
to such factors as increased congestion, diminished funding of public services and infrastructure, and. heightened awareness of problems of
public safety, such as earthquakes and crime.
This Weekly Letter reports on the findings of our
recent study of the determinants of state-to-state
migration flows (Gabriel, Mattey, and Wascher
1995). In particular, the research indicates the
extent to which interstate migration varies inresponse to changes in state employment, income,
house price, and amenity characteristics. We
apply our empirical model to measure the proportion of the recent out-migration from California that may reflect economic fluctuations
and the proportion that may reflect the alleged
deterioration in the state's quality of life. In so
doing, we estimate the effects on California net
migration of a resurgence in the state's economic
activity.
We conclude that a large portion of the unprecedented and sizable domestic outflow of population from California during the early 1990s has

been in response to weak economic conditions
in the state. A baseline simulation of our migration model-predicated on a reversion in
unemployment rate, wage, and house price differentials between California and other states
to average levels observed in the 1981-1992
period-suggests a substantial slowing in the
rate of net out-migration from California. A
somewhat more bullish near-term scenario for
the California economy-reflecting a strong resurgence in California labor demand coupled
with no appreciable deterioration in California
amenities-would result in slightly positive domestic net in-migration to California. However,
neither scenario points to a return to the robust
rates of net in-migration observed during the
mid-1980s, suggesting that other factors, including some structural shift in the relative attractiveness of California, have serv.ed to damp
net migration to the state.

California net domestic migration
According to estimates of interstate population
moves obtained from the Internal Revenue Service, net domestic out-migration from California
totaled approximately 687,000 people during the
five-year period ending in fiscal year 1993-1994.
The net exodus of population from California
stood in marked contrast to the boom period of
the 1980s, when net domestic arrivals to California averaged close to 90,000 people a year.
As described in a recent Weekly Letter (No.
94-43), the vast majority of out-migrants from
California moved to neighboring states, such as
Nevada, Oregon, and Washington, adding appreciably to population totals in those areas. On
the plus side, migrants from California spurred
job growth in neighboring states by augmenting
the local labor force and by means of the multiplier effects of their spending. In addition, the
financial and human capital brought by ex-Californians boosted destination area investment in
housing and business sectors. On the other hand,

FRBSF
the influx of Californians to adjacent areas generated some complaints as well, largely centered
on rising house prices and increased congestion.
The sharp reversal in longstanding net domestic
population flows to California largely coincided
with the downturn during the early 1990s in the
California economy. During the 1989-1992 period, the unemployment rate in California averaged 6.9 percent, more than a full percentage
point higher than the average rate recorded for
other states of the Federal Reserve's Twelfth District and well in excess of the
national rate.
Similarly, by the early 1990s, wage rates adjusted
for housing expenses became relatively more attractive in other states, because house prices had
risen much faster in California during much of
the 1980s. The ratio of annual per capita wages
and salaries to average new and existing home
prices in California moved down to 5.8 percent
in 1989-1992 from 6.4 percent in 1981-1983; in
contrast, for the Twelfth District excluding California, the average ratio of nominal wages to house
prices has held steady at 7.7 percent since the
early 1980s.

u.s.

The generalized economic downturn that plagued
California residents during the early 1990s also
resulted in state and local budgetary duress, reduced funding of education, health care, and
other public services, and deterioration in public
infrastructure. During that period, the state also
experienced other natural and man-made calamities. Taken together, the variety of public service
and public safety problems led some observers to
conclude that the state had experienced some
deterioration in its quality of life.
This so-called demise of the California Dream
served both to reduce the attractiveness of California as a migrant destination and similarly
prompted some Californians to seek alternative
places of residence. An issue of debate has been
the extent to which economic conditions and demographics versus other "quality of life" factors
have influenced migration patterns.

The determinants of migration
Our study sheds some lighton this debate through
an analysis of state-to-state population flows between 1981 and 1992. In general, the statistical
analysis considers the hypotheses that migration
between two states varies directly with economic
opportunity and location-specific amenities of
the destination state and inversely with economic conditions and locational amenities in
i;

the origin state. Also, regardless of locational
amenities, people in the origin region are assumed to have different propensities to migrate,
depending on,for example, the age structure of
the state population and its position in the overall life-cycle. For instance,research shows that
moves are especially common for individuals in
their 20s and at times of change in employment
or marital status. As individuals mature, have
families of their own, and develop job, community, and social ties, mobility declines. Further,
the migration between any particular pair of
states should vary inversely with the distance be. tween those areas, as do the transactions costs,
informational costs, and psychic costs of moving.
Results of the statistical analysis confirm our
expectation of migration to areas of higher expected economic returns. Estimation findings
indicate, all things equal, that low unemployment rates or high wages in the destination state
relative to the origin state serve to prompt migration between those areas. Accordingly, given the
widespread fall-off in labor demand in California
during the early 1990s, the model explains the
recent rapid out-migration from the state relatively well. In terms of the relative importance of
migration determinants, changes over time in unemployment differentials dominated the fit of the
model for California net migration over the sample period. In contrast, movements in relative
state wage or house price differentials had less
of an estimated effect on California migration
flows. As suspected, estimation findings indicate
elevated migratory tendencies among younger
households and between more proximate states;
in those cases, the transactions costs of moving
are relatively lower, serving to boost the discounted economic returns on migration over
the remaining work years.
Having controlled for expected net economic returns to migration and population mobility characteristics, results of the analysis for the 19811992 period indicate a high level of attraction of
California as a migrant destination. All things
equal, the estimated "pull" of California among
potential migrants was second only to that of
Florida, indicating the strong and highly significant draw of the state as a place to live. In
contrast, California placed in the middle of the
range of all the states as a migrant origin. Model
estimates for the more recent 1989-1992 period
suggest only a modest reduction in the relative
attractiveness of California as a migrant destination, all things equal. Accordingly, results of the

analysis fail to provide support for the hypothesis
of perceived large-scale deterioration in California locational amenities as the dominant force
behind the early-1990s reversal in California
migration flows.

Model simulations and effects
of a California recovery
Our model predicts an acceleration in net outmigration from California in 1993 and 1994, in
the wake of continued divergence in economic
opportunity between California and other states.
Notably, unemployment rate differentials between California and other Twelfth District states
widened further, from about 1 percentage point
in 1989-1992 to about 2% percentage points,
on average, in 1993 and 1994. Further, per capita
wage and salary income grew faster in recent
years in states with low unemployment ratessuch as Idaho, Nevada, and Utah-than in
California. Out-of-sample simulation of the
migration model based on recent historical
values of the economic variables suggests that
net out-migration from California accelerated
from almost 200,000 persons in fiscal years
1992-1993 to about 250,000 persons in 19931994 and 258,000 persons in 1994-1995. A variety of data sources confirm the acceleration
in California out-migration during 1993-1994.
Census Bureau estimates of the components of
population change indicate that net domestic
out-migration from California increased by about
45,000 persons in fiscal year 1993-1994. A similar estimated acceleration in California domestic
net out-migration of about 40,000 persons for fiscal year 1993-1994 is derived from information
on driver's license address changes from the California Department of Motor Vehicles. Recently
released IRS data on interstate migration available through fiscal year 1993-1994 also indicate
an acceleration in California net out-migration;
the IRS estimates that net outflows of domestic
population from California moved up to approximately 300,000 persons during that year.
Further simulation of the model suggests that
domestic net out-migration from California will
slow substantially in the presence of a moderate

rebound in the California economy. A baseline
assumption of a reversion in state unemployment,
wage, and house price differentials to average
levels observed during the 1981-1992 estimation
period yields a slowing in the estimated net outflow of domestic population from California to
78,000 persons from an estimated 258,000 persons in 1994-1995. That calculation suggests that
a full 70 percent of the 1994-1995 estimated net
population outflow was attributable to deviations
during that year in labor and housing market
conditions in California from typical levels observed during the 1981-1992 period. A variety of
other factors, including some modest deterioration in the perceived quality of life in California,
also help to explain the substantial estimated net
out-migration from the state during that year.
A more bullish scenario for the California economy, based on a somewhat stronger resurgence
in labor demand, yields a slightly positive rate
of net in-migration to the state. In this case, the
estimated reversal in California net-migration is
driven by a further 1 percentage point narrowing
in unemployment rate differentials between California and other states and an additional 5 percent increase in California wages (relative to the
baseline scenario). According to figures just released by the California Department of Motor
Vehicles, the number of domestic migrants to
California moved up by about 60,000 persons
during fiscal year 1994-1995. Assuming no further acceleration in population outflows from
the state, some notable reduction in net outmigration from California may well be underway.

Stuart A. Gabriel
Visiting Scholar
Professor of Finance and Business Economics
University of Southern California

Reference
Gabriel, Stuart A., Joe P. Mattey, and William L. Wascher.
1995. "The Demise of California Reconsidered:
Interstate Migration Over the Economic Cycle:'
Federal Reserve Bank of San Francisco Economic
Review 2, pp. 30-45.

Opinions expressed in this newsletter do not necessarily reflect the views of the management of the Federal Reserve Bank of
San Francisco, or of the Board of Governors of the Federal Reserve System. Editorial comments may be addressed to the editor
or to the author. Free copies of Federal Reserve publications can be obtained from the Public Information Department, Federal
Reserve Bank of San Francisco, P.O. Box 7702, San Francisco 94120. Phone (415) 974-2246, Fax (415) 974-3341. Weekly Letter
texts and other FRBSF publications and data are available on FedWest Online, a public bulletin board service reached by setting
your modem to dial (415) 896-0272.

Research Deportment

Federal Reserve
Bank of
San Francisco
P.O. Box 7702
San Francisco, CA 94120

Printed on recycled paper ~ ~.
with soybean inks.
\V ~

Index to Recent Issues of FRBSF Weekly Letter

DATE

NUMBER TITLE

AUTHOR

3/10
3/17
3/24
3/31
4/7
4/14
4/21
4/28

95-10
95-11
95-12
95-13
95-14
95-15
95-16
95-17
95-18
95-19
95-20
95-21
95-22
95-23
95-24
95-25
95-26
95-27
95-28
95-29
95-30
95-31
95-32

Moreno
Mattey
Dean
Judd/Trehan
Glick/Moreno
Huh
Parry
Laderman
Glick/Trehan
Judd
Kwan
Schaan/Cogley
Kasa
Rudebusch
Motley
Zimmerman
Mattey/Spiegel
Gqlub
Cogley/Schaan
Walsh
Kasa
Walsh
Huh

SIS
5/12
5/19
5/26

6/9
6/23
7/7
7/28
8/4
8/18
9/1
9/8
9/15
9/22
9/29

Mexico and the Peso
Regional Effects of the Peso Deval uation
1995 District Agricultural Outlook
Has the Fed Gotten Tougher on Inflation?
Responses to Capital Inflows in Malaysia and Thailand
Financial Liberalization and Economic Development
Central Bank Independence and Inflation
Western Banks and Derivatives
Monetary Policy in a Changing Financial Environment
Inflation Goals and Credibility
The Economics of Merging Commercial and Investment Banking
Financial Fragility and the Lender of Last Resort
Understanding Trends in Foreign Exchange Rates
Federal Reserve Policy and the Predictability of Interest Rates
New Measures of Output and Inflation
Rebound in U.S. Banks' Foreign Lending
Is State and Local Competition for Firms Harmful?
Productivity and Labor Costs in Newly Industrializing Countries
Using Consumption to Track Movements in Trend GDP
Unemployment
Gaiatsu
Output-Inflation Tradeoffs and Central Bank 'Independence
Inflation-Indexed Bonds

The FRBSF Weekly Letter appears on an abbreviated schedule in June, July, August, and December.