An international look at the single-parent family; family structure matters more for U.S. students.
Woessmann, Ludger
When Daniel Patrick Moynihan raised the issue of family structure
half a century ago, his concern was the increase in black families
headed by women. Since then, the share of children raised in
single-parent families in the United States has grown across racial and
ethnic groups and with it evidence regarding the impact of family
structure on outcomes for children. Recent studies have documented a
sizable achievement gap between children who live with a single parent
and their peers growing up with two parents. These patterns are cause
for concern, as educational achievement is a key driver of economic
prosperity for both individuals and society as a whole.
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But how does the U.S. situation compare to that of other countries
around the world? This essay draws on data from the 2000 and 2012
Program for International Student Assessment studies to compare the
prevalence of single-parent families and how family structure relates to
children's educational achievement across countries. The 2012 data
confirm that the U.S. has nearly the highest incidence of single-parent
families among developed countries. And the educational achievement gap
between children raised in single-parent and two-parent families,
although present in virtually all countries, is particularly pronounced
in the U.S.
Since 2000, there have been substantial changes in achievement gaps
by family structure in many countries, with the gap widening in some
countries and narrowing in others. The U.S. stands out in this analysis
as a country that has seen a substantial narrowing of the educational
achievement gap between children from single-parent and two-parent
families. These varying trends, and the pattern for the U.S. in
particular, confirm that family structure is by no means destiny. Ample
evidence indicates the potential for enhancing family environments,
regardless of their makeup, to improve the quality of parenting,
nurturing, and stimulation, and promote healthy child development.
Evidence on Family Structure
The effect of family structure on child outcomes is a much-studied
subject, and many researchers, including Sara McLanahan and Gary
Sandefur (Growing up with a Single Parent, 1994), have explored the
potentially adverse effects of single parenting on children. Single
parents tend to have fewer financial resources, for example, limiting
their ability to invest in their children's development. Single
parents may also have less time to spend with their children, and
partnership instability may subject these parents to psychological and
emotional stresses that worsen the nurturing environment for children.
Documented disadvantages of growing up in single-parent families in the
United States include lower educational attainment and greater
psychological distress, as well as poor adult outcomes in areas such as
employment, income, and marital status. Disadvantages for children from
single-parent families have also been documented in other countries,
including Canada, Germany, Sweden, and the United Kingdom. But
cross-country evidence has been difficult to obtain, in part because of
differing methods for measuring family structure and child outcomes. The
PISA studies, which asked representative samples of 15-year-olds in each
participating country the same questions about their living
arrangements, provide a unique opportunity to address this challenge.
At the same time, it should be noted that the descriptive patterns
documented here do not necessarily capture a causal effect of living in
a single-parent family. Decisions to get divorced, end cohabitation, or
bear a child outside a partnership are likely related to other factors
important for child development, making it difficult to separate out the
influence of family structure. For example, severe stress that leads to
family breakup might well have continued without the breakup and have
led to worse outcomes for a child had the family remained intact. If
singleparent families differ from two-parent families in unmeasured
ways, then those differences may be the underlying cause of any
disparities in children's outcomes. It is even conceivable that
problems a child has in school may contribute to family breakup, rather
than being a consequence of it.
In addition to comparing the raw gap in educational achievement
between children from single- and two-parent families, I present results
that adjust for other background differences, including the number of
books at home, parental education, and immigrant and language
background. This type of analysis can provide useful information about
the reasons educational achievement varies with family structure. It is
important to keep in mind, however, that even these adjusted
associations between child outcomes and family structure may well have
causes other than family structure itself.
The Data
The Program for International Student Assessment (PISA) is an
internationally standardized assessment given every three years since
2000 by the Organization for Economic Co-operation and Development
(OECD). PISA tests the math, science, and reading achievement of
representative samples of 15-year-old students in each participating
country. This analysis is limited to the 28 countries that were OECD
members and PISA participants in 2000.
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PISA collects a rich array of background information in student
questionnaires. Students report whether a mother (including stepmother
or foster mother) usually lives at home with them, and similarly a
father (including stepfather or foster father). By including students
living with step- and foster parents, the group of students identified
as living in two-parent families will include some students who have
experienced a family separation. It is possible that, as a result, any
differences between students from single- and from two-parent families
will be understated in the analysis. Evidence from 2000, the one year
for which it is possible to separate out students living with
stepparents, suggests that this is indeed the case. In the international
sample, the achievement difference would be 16 points rather than 14
points if stepparents were excluded from the two-parent families.
I limit the analysis to students who live with either one or two
parents, excluding students living with neither parent and students for
whom information on either the father or the mother is missing. On
average across countries, 1.6 percent of students with available data
from 2012 do not live with any parent (1.9 percent in the United States)
and 7 percent of the total student population (11 percent in the United
States) have missing data on whether a mother and/or father lives at
home with them. My total 2012 sample contains more than 230,000 students
or about 8,500 students per country on average. The U.S. sample consists
of more than 4,300 students living in either single-parent (student
lives with either mother or father only) or two-parent (student lives
with both mother and father) families.
Single-Parent Families and Student Achievement.
In the United States, in 2012, 21 percent of 15-year-old students
lived in single-parent families (see Figure 1). Together with Hungary
(also 21 percent), this puts the United States at the top among the
countries. On average across all 28 countries, the share of
single-parent families is 14 percent. New Zealand also has a share
higher than 20 percent, while the Czech Republic has 18 percent, and
Poland, the United Kingdom, Finland, Mexico, Denmark, and France have
shares between 15 and 17 percent. At the other end of the spectrum,
Greece, Korea, Italy, and Sweden have shares between 8.8 and 9.6
percent; Spain, Iceland, Norway, Ireland, and the Netherlands each have
shares between 10 and 11.3 percent.
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The vast majority of single-parent families are families with a
single mother. On average across countries, 86 percent of single-parent
families are headed by single mothers. In the United States, the figure
is 84 percent.
To compare student achievement across countries, I focus on test
scores in math, which are most readily comparable across countries.
(Results for science and reading achievement in 2012, documented in the
unabridged version of this study, are quite similar.) In each subject,
PISA measures achievement on a scale that has a student-level standard
deviation of 100 test-score points across OECD countries. That is, any
achievement differences can be interpreted as percentages of a standard
deviation in test scores, with one standard deviation in test-score
performance representing between three and four years of learning on
average. To illustrate, the average difference in math achievement
between the two grade levels in our sample with the largest shares of
15-year-olds (9th and 10th grade) is 28 test-score points, which is a
little more than one-quarter of a standard deviation and roughly
equivalent to one year of learning or one grade level.
In nearly all countries, students living in single-parent families
have lower achievement on average than students living in two-parent
families (see Figure 2a). In the United States, the average raw
achievement difference in math between students living in two-parent
families and students living in single-parent families is 27 points, or
roughly one grade level. The United States is one of six countries with
achievement differences larger than 25 points. Belgium has the largest
disparity in math achievement by family structure, at 35 points,
followed by the Netherlands (29), and Poland, Japan, and the United
Kingdom (27 to 28). On average across the 28 countries, students living
in single-parent families score 18 points lower than students living in
two-parent families.
There are exceptions, however. Mexico shows no achievement
difference by family structure, and the difference is statistically
insignificant in Portugal as well. The achievement difference is below
10 points in Portugal (6), Italy (7), Austria (8), and Germany (9).
Figure 3 plots these achievement gaps by family structure against
the countries' shares of students living in singleparent families.
There is a slight tendency for countries with higher shares of
single-parent families to have larger achievement disparities, although
the correlation is not statistically significant.
The United States stands out in this figure in terms of the
prevalence of single-parent families and the associated achievement gap.
Belgium and the Netherlands exhibit the highest achievement disparities,
although single parenthood is not particularly prevalent in these
countries. The southern European countries (Greece, Italy, Portugal, and
Spain) stand out as places with relatively low achievement disparities
and relatively low prevalence of single parenthood. The German-speaking
countries (Austria, Germany, and Switzerland) show similarly low
achievement disparities despite their higher prevalence of single
parenthood. The Asian countries (Korea and Japan) have lower levels of
single-parent families but higher achievement disparities. The Nordic
countries (Denmark, Finland, Iceland, Norway, and Sweden) all have
similarly middling levels of achievement disparities despite varying
levels of singleparenthood incidence. Finally, the eastern European
countries (Czech Republic, Hungary, and Poland) have quite different
achievement disparities despite the consistently high incidence of
single-parent families.
The four quadrants divide the countries according to the degree of
impact the prevalence of single-parent families is likely to have over
the long term. For countries in the top right cell that have high values
on both variables--the United States being the leading example--single
parenthood may constitute a major concern for the next generation. It is
quite prevalent, and the associated achievement gap is quite large. In
countries in the bottom right cell, such as Hungary and Mexico, single
parenthood is also quite common, but the achievement disparity is less
severe. While single parenthood is less prevalent in the countries in
the top left cell, such as the Netherlands and Ireland, the achievement
difference is large and may still constitute a serious problem for
affected students. Finally, in the bottom left cell, for countries,
including Italy and Spain, where single parenthood is less prevalent and
achievement disparities relatively small, there is less cause for
concern.
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Adjusting for Background Differences
The achievement differences reported so far are raw differences,
not adjusted for background differences between students from single-
and two-parent families. These raw differences may capture effects of
disadvantaged backgrounds, as distinct from any independent effects of
single parenthood. To provide a sense of the extent to which this might
be the case, we next control for differences in family background beyond
family structure.
In particular, we hold constant the number of books in the
student's home (as a proxy for socioeconomic background), the
highest education level of the parent(s), immigration status (native,
first-, and second-generation immigrants), and whether the national
language is spoken at home. All these measures are strongly associated
with student achievement, and across countries, books in the home and
parental education tend to be negatively associated with single
parenthood. In the crosssectional data, though, we cannot observe
whether some of these measures are preexisting characteristics of the
families, in which case they represent potential biases, or whether they
are an outcome of single parenthood.
Controlling for background factors has a substantial impact on the
estimated achievement disparity between students living in single- and
two-parent families (see Figure 2c). In the United States, the
achievement disparity declines by more than 60 percent, from 27 to 10
points. On average across all countries, the disparity is reduced by
half, from 18 to 9 points. While the United States still features
above-average achievement differences by family structure after the
adjustment, in absolute terms it differs less markedly from the
international average. The countries with the largest adjusted
achievement gap by family background are Belgium (22), Poland (21), and
the Netherlands (17). In 12 countries, the adjusted achievement gap is
below 5 points, or less than half the adjusted achievement gap in the
United States. In seven countries, after the adjustment, the achievement
disparity by family structure is no longer statistically significant. In
Korea and Portugal, the adjusted relationship even turns negative.
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With the exception of Mexico and Switzerland, where controlling for
background factors hardly affects the results, the adjusted gaps are
smaller in all countries than in the initial analysis. In the majority
of countries (19 out of 28), the reduction in the achievement disparity
between students in single- and two-parent families from controlling for
observed factors is in the range of 40 to 80 percent of the raw
difference in achievement.
The background factors do not contribute equally to the reduction
in the achievement gap, however. In fact, controlling only for the
number of books at home reduces the achievement gap by family structure
across all countries to 9 points. By contrast, immigration status and
language spoken at home hardly contribute to the reduction. This pattern
is quite similar in the United States. That is, in the international
sample, roughly half of the achievement difference between students
living in single- and two-parent families simply reflects differences in
socioeconomic status as captured by the number of books in the home.
With the available data, it is impossible to determine whether the
relative lack of books in single-parent homes mostly reflects a
preexisting feature of the families or whether it is (at least partly)
an outcome of the family structure. The number of books may to some
extent reflect the number of people living in the home. Figure 2b
presents achievement differences between students living in single- and
two-parent families, controlling for parental education, immigration
status, and language spoken at home, but not for books at home. At 19
points, this alternative adjusted achievement gap in the United States
lies roughly midway between the raw difference (27) and the gap as
adjusted for books at home as well as the other characteristics (10). On
average across countries, the achievement gap in this model is 15
points. Thus, while controlling for books at home may well capture in
part the effect of family structure, some of the overall achievement gap
clearly reflects preexisting differences.
Of course, the background factors considered here by no means
capture all relevant differences in family background, although they
have been found to be particularly relevant for student achievement. The
adjusted achievement gaps by family structure above may partly reflect
additional differences in family background rather than family structure
alone.
Changes over Time
Finally, I analyze trends in the patterns over time. To do so, I
perform the same analyses as above with data from the 2000 PISA study,
when the first of these surveys was administered. (See unabridged
version for details.) Over the period from 2000 to 2012, the share of
15-year-olds living in single-parent families increased from 18 to 21
percent in the United States, and from 12 to 14 percent on average in
the international sample, although there are substantial differences
across countries. The average achievement gap in the international
sample also increased by 33 percent, from 13.6 to 18 points.
In general, countries with larger increases in the incidence of
single parenthood from 2000 to 2012 tended to have larger increases in
the achievement gap by family structure as well. The U.S. is a clear
outlier from this pattern, however. The raw difference in math
achievement between students from single- and two-parent families in the
U.S. was substantially higher in 2000 than in 2012, at 37 points
compared to 27 points (see Figure 4). Thus, over the course of 12 years,
the achievement gap in the U.S. declined by 29 percent. In 2000, only
the Netherlands, with a gap of 43 points, had a larger achievement gap
than the United States. Korea (26) and Belgium (21) follow at some
distance. At the other end, seven countries had achievement gaps lower
than 5 points in 2000 (Iceland, Switzerland, Greece, Italy, Czech
Republic, Ireland, and Mexico).
Conclusions
Single parenthood is prevalent in virtually all OECD countries, but
the share of single-parent families is particularly high in the United
States. Students from single-parent families perform significantly lower
in math than students from two-parent families in virtually all
countries. To a large extent, however, this achievement gap reflects
differences in socioeconomic background, as measured by the number of
books at home and parental education, rather than family structure
alone. The United States belongs to the group of countries with the
largest achievement gaps by family structure, although the United States
was more exceptional in this regard in 2000 than in 2012. While the
achievement gap between students from single- and two-parent families
increased in most other OECD countries over the period, it declined in
the United States.
This variation in trends shows that achievement disparities by
family structure are by no means destiny. Ample evidence reveals that it
is possible to enhance family environments to improve the quality of
parenting, nurturing, and stimulation, and thereby promote healthy child
development. Future research should investigate to what extent factors
such as differing welfare systems, child support facilities, divorce
regulations, and other country characteristics may lie behind the
differences in achievement gaps between students from single- and
twoparent families across countries and over time.
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by LUDGER WOESSMANN
Ludger Woessmann is professor of economics at the University of
Munich and director of the Ifo Center for the Economics of Education.