Teaching math to the talented: which countries--and states--are producing high-achieving students?
Hanushek, Eric A. ; Peterson, Paul E. ; Woessmann, Ludger 等
In Vancouver last Winter, the United States proved its competitive
spirit by winning more medals--gold, silver, and bronze--at the Winter
Olympic Games than any other country, although the German member of our
research team insists on pointing out that Canada and Germany both won
more gold medals than the United States. But if there is some dispute
about which Olympic medals to count, there is no question about American
math performance: the United States does not deserve even a paper medal.
Maintaining our productivity as a nation depends importantly on
developing a highly qualified cadre of scientists, engineers,
entrepreneurs, and other professionals. To realize that objective
requires a system of schooling that produces students with advanced math
and science skills. To see how well schools in the United States do at
producing high-achieving math students, we compared the percentage of
U.S. students in the high-school graduating Class of 2009 with advanced
skills in mathematics to percentages of similarly high achievers in
other countries.
Unfortunately, we found that the percentage of students in the U.S.
Class of 2009 who were highly accomplished in math is well below that of
most countries with which the United States generally compares itself.
No fewer than 30 of the 56 other countries that participated in the
Program for International Student Assessment (PISA) math test, including
most of the world's industrialized nations, had a larger percentage
of students who scored at the international equivalent of the advanced
level on our own National Assessment of Educational Progress (NAEP)
tests. Moreover, while the percentage of students scoring at the
advanced level on NAEP varies considerably among the 50 states, not even
the best state does well in international comparison. A 2005 report from
the National Academy of Sciences, Rising Above the Gathering Storm,
succinctly put the issue into perspective: "Although many people
assume that the United States will always be a world leader in science
and technology, this may not continue to be the case inasmuch as great
minds and ideas exist throughout the world."
The Demand for High Achievers
The gap between the burgeoning business demand for a highly
accomplished workforce and a lagging education system has steadily
widened. Even as the United States was struggling with a near 10 percent
unemployment rate in the summer of 2010, businesses complained that they
could not find workers with needed skills. New York Times writer Motoko
Rich explained, "The problem ... is a mismatch between the kind of
skilled workers needed and the ranks of the unemployed."
Skill shortages have severe consequences for a nation's
overall productivity. Two of the authors of this report have shown
elsewhere that countries with students who perform at higher levels in
math and science show larger rates of increase in economic productivity
than do otherwise similar countries with lower-performing students (see
"Education and Economic Growth," research, Spring 2008).
Public discourse has tended to focus on the need to address low
achievement, particularly among disadvantaged students. Both federal
funding and the accountability elements of No Child Left Behind (NCLB)
have stressed the importance of bringing every student up to a minimum
level of proficiency. As great as this need may be, there is no less
need to lift more students, no matter their socioeconomic background, to
high levels of educational accomplishment. In 2006, the Science,
Technology, Engineering, and Mathematics (STEM) Education Coalition was
formed to "raise awareness in Congress, the Administration, and
other organizations about the critical role that STEM education plays in
enabling the U.S. to remain the economic and technological leader of the
global marketplace for the 21st Century." In the words of a
National Academy of Sciences report that jump-started the
coalition's formation, the nation needs to "increase" its
"talent pool by improving K-12 science and mathematics
education."
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A Focus on Math
We give special attention to math performance because math appears
to be the subject in which accomplishment in secondary school is
particularly significant for both an individual's and a
country's economic well-being. Existing research, though not
conclusive, indicates that math skills better predict future earnings
and other economic outcomes than other skills learned in high school.
The American Diploma Project estimates that "in 62 percent of
American jobs over the next 10 years, entry-level workers will need to
be proficient in algebra, geometry, data interpretation, probability and
statistics."
There is also a technical reason for focusing our analysis on math.
This subject is particularly well suited to rigorous comparisons across
countries and cultures. There is a fairly clear international consensus
on the math concepts and techniques that need to be mastered and on the
order in which those concepts should be introduced into the curriculum.
The knowledge to be learned remains the same regardless of the dominant
language spoken in a culture.
Data and Methodology
Our analysis relies on test-score information from NAEP and PISA.
NAEP, the National Assessment of Educational Progress, is often called
the nation's report card. It is a large, nationally representative
assessment of student performance in public and private schools in
mathematics, reading, and science that has been administered
periodically since the early 1970s to U.S. students in 4th grade and 8th
grade, and at the age of 17. PISA, the Program for International Student
Assessment, is an internationally standardized assessment of student
performance in mathematics, science, and reading established by the
Organisation for Economic Co-operation and Development (OECD). It was
administered in 2000,2003, and 2006 to representative samples of
15-year-olds in all 30 OECD countries (which include the most developed
countries of the world) as well as in many others.
We focus on performance of the international equivalent of the U.S.
high-school graduating Class of 2009 at the time when this population
was in the equivalent of U.S. grades 8 and 9. NAEP was administered to
U.S. 8th graders in 2005, while PISA 2006 was given one year later to
students at the age of 15, the year at which most American students are
in 9th grade.
In 2005, NAEP tested representative samples of 8th-grade public and
private school students in each of the 50 states in math, science, and
reading. For each state, NAEP 2005 calculates the percentage of students
who meet a set of achievement standards: a "basic" level, a
"proficient" level, and an "advanced" level of
achievement. The focus of this report is the top performers, the
percentage of students NAEP found at the advanced level of achievement
(subsequently referred to as "advanced").
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Only 6.04 percent of the students in the United States in 8th grade
in 2005 scored at the advanced level in math on the NAEP. Some critics
feel that the standard set by the NAEP governing board is excessively
stringent. However, the 2007 Trends in International Math and Science
Study (TIMSS 2007), another international test that has been
administered to students throughout the world, appears to have set a
standard very similar to NAEP 2005, as only 6 percent of U.S. 8th
graders scored at the advanced level on that test as well.
We use the NAEP 2005 advanced standard to compare U.S. performance
with that in other countries. Because U.S. students took both NAEP 2005
and PISA 2006, it is possible to find the score on PISA that is
tantamount to scoring at the advanced level on NAEP, i.e., the score
that will yield the same percentage of students as the percentage of U.
S. students who scored at the advanced level on the NAEP.
A score on PISA 2006 of 617.1 points is equivalent to the lowest
score attained by anyone in the top 6.04 percent of U.S. students in the
Class of 2009. (The PISA assessment has an average score of 500 among
OECD students and a standard deviation of 100.) It is assumed that both
NAEP and PISA tests randomly select questions from a common universe of
mathematics knowledge. Given that assumption, it may be further assumed
that students who scored similarly on the two exams will have similar
math knowledge, i.e., students who scored 617.1 points or better on the
PISA test would have been identified at the advanced level had they
taken the NAEP math test. Inasmuch as a score of 617.1 points is more
than one standard deviation above the average student score on the PISA,
it is clear that a group of highly accomplished students has been
isolated. (For more methodological details, see sidebar.)
Because representative samples of student performance on NAEP 2005
are available for each state, it is possible to compare the percentages
of students in the Class of 2009 who were at the advanced level for each
state to the percentage of equally skilled students in countries from
around the globe.
In short, linking the scores of the Class of 2009 on NAEP 2005 and
PISA 2006 provides us with the opportunity to assess from an
international vantage point how well the country as well as individual
states in the United States are doing at lifting students to high levels
of accomplishment.
U. S. Math Performance in World Perspective
We begin with an overall assessment of the relative percentages of
young adults in the United States and other countries who have reached a
very high level of mathematics achievement. It is frequently noted that
the United States has a very heterogeneous population, with large
numbers of immigrants. Such a diverse population, with students coming
to school with varying preparation, may handicap U.S. performance
relative to that of other countries. For this reason, we also examine
two U.S. subgroups conventionally thought to have better preparation for
school--white students and students from families where at least one
parent is reported to have received a college degree--and compare the
percentages of high-achieving students among them to the (total)
populations abroad.
Overall results. The percentage of students in the U.S. Class of
2009 who were highly accomplished is well below that of most countries
with which the United States generally compares itself. While just 6
percent of U.S. students earned at least 617.1 points on the PISA 2006
exam, 28 percent of Taiwanese students did. (See Figure 1 for these
results as well as for the international rank of each U.S. state.)
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It is not only Taiwan that did much, much better than the United
States. At least 20 percent of students in Hong Kong, Korea, and Finland
were similarly highly accomplished. Twelve other countries had more than
twice the percentage of advanced students as the United States: in order
of math excellence, they are Switzerland, Belgium, the Netherlands,
Liechtenstein, New Zealand, the Czech Republic, Japan, Canada,
Macao-China, Australia, Germany, and Austria.
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The remaining countries that educate a greater proportion of their
students to a high level are Slovenia, Denmark, Iceland, France,
Estonia, Sweden, the United Kingdom, the Slovak Republic, Luxembourg,
Hungary, Poland, Norway, Ireland and Lithuania.
The 30-country list includes virtually all the advanced
industrialized nations of the world. The only OECD countries producing a
smaller percentage of advanced math students than the United States are
Portugal, Greece, Turkey, and Mexico. The performance levels of students
in Spain and Italy are statistically indistinguishable from those of
students in the United States, as are those of students in Latvia, which
has subsequently joined the OECD.
State-level performance. The percentage of students scoring at the
advanced level varies among the 50 states. Massachusetts, with over 11
percent of its students at the advanced level, does better than any
other state, but its performance trails that of 14 countries. Its
students' achievement level is similar to that of Germany and
France. Minnesota, with more than 10 percent of its students at the
advanced level, ranks second among the 50 states, but it trails 16
countries and performs at the level attained by Slovenia and Denmark.
New York and Texas each have a percentage of students scoring at the
advanced level that is roughly comparable to the United States as a
whole, Lithuania, and the Russian Federation.
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Just 4.5 percent of the students in the Silicon Valley state of
California are performing at a high level, a percentage roughly
comparable to that of Portugal. The lowest-ranking states--West
Virginia, New Mexico, and Mississippi--have a smaller percentage of the
highest-performing students than Serbia or Uruguay, although they do
edge out Romania, Brazil, and Kyrgyzstan.
In short, the percentages of high-achieving students in the United
States--and in most of its individual states--are shockingly below those
of many of the world's leading industrialized nations. Results for
many states are at a level equal to those of third-world countries.
White students. The overall news is sobering. Some might try to
comfort themselves by saying the problem is limited to large numbers of
students from immigrant families, or to African American students and
others who have suffered from discrimination. For example, the statement
by the STEM Coalition that we "encourage more of our best and
brightest students, especially those from underrepresented or
disadvantaged groups, to study in STEM fields" suggests that the
challenges are concentrated in nonwhite segments of the U.S. population.
Without denying that the paucity of high-achieving students within
minority populations is a serious issue, let us consider the performance
of white students for whom the case of discrimination cannot easily be
made. Twenty-four countries have a larger percentage of highly
accomplished students than the 8 percent achieving at that level among
the U.S. white student population in the Class of 2009. Looking at just
white students places the U.S. at a level equivalent to what all
students are achieving in the United Kingdom, Hungary, and Poland. Seven
percent of California's white students are advanced, roughly the
percentage for all Lithuanian students.
Children of parents with college degrees. Another possibility is
that schools help students reach levels of high accomplishment if
parents are providing the necessary support. To explore this
possibility, we assumed that students who reported that at least one
parent had graduated from college were likely to be given the kind of
support that is needed for many to reach high levels of achievement.
Approximately 45 percent of all U.S. students reported that at least one
parent had a college degree.
The portion of students in the Class of 2009 with a
college-graduate parent who are performing at the advanced level is 10.3
percent. When compared to all students in the other PISA countries, this
advantaged segment of the U.S. population was outranked by students in
16 other countries. Nine percent of Illinois students with a
college-educated parent scored at the advanced level, a percentage
comparable to all students in France and the United Kingdom. The
percentage of highly accomplished students from college-educated
families in Rhode Island is just short of 6 percent, the same percentage
for all students in Spain, Italy, and Latvia.
The Previous Rosy Gloss
Many casual observers may be surprised by our findings, as two
previous, highly publicized studies have suggested that--even though
improvement was possible--the U.S. was doing all right. This was the
picture from two reports issued by Gary Phillips of the American
Institutes for Research, who compared the average performance in math of
8th-grade students in each of the 50 states with the average scores of
8th-grade students in other countries. These comparisons used methods
that are similar to ours to relate 2007 NAEP performance for U.S.
students to both TIMSS 2003 and TIMSS 2007. His findings are more
favorable to the United States than those shown by our analyses. While
our study using the PISA data shows U.S. student performance in math to
be below 30 other countries, Phillips found the average U.S. student to
be performing better than all but 14 other countries in his 2007 report
and all but 8 countries in his 2009 report. (Oddly, the 2007 report
takes a much more buoyant perspective than the 2009 report, though the
data suggest otherwise.) Phillips also finds that individual states do
much better vis-a-vis other countries than we report.
Why do two studies that seem to be employing generally similar
methodologies produce such strikingly different results?
The answer to that puzzle is actually quite simple and has little
to do with the fact that Phillips compares average student performance
while our study focuses on advanced students: many OECD countries,
including those that had a high percentage of high-achieving students,
participated in PISA 2006 (upon which our analysis is based) but did not
participate in either TIMSS 2003 or TIMSS 2007, the two surveys included
in the Phillips studies. In fact, 19 countries that outscored the U.S.
on the PISA 2006 test did not participate in TIMSS 2003, and 22
higher-scoring countries did not participate in TIMSS 2007. As a report
by the U.S. National Center for Education Statistics has explained,
"Differences in the set of countries that participate in an
assessment can affect how well the United States appears to do
internationally when results are released."
Put starkly, if one drops from a survey countries such as Canada,
Denmark, Finland, France, Germany, and New Zealand, and includes instead
such countries as Botswana, Ghana, Iran, and Lebanon, the average
international performance will drop, and the United States will look
better relative to the countries with which it is being compared.
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Did NCLB shift the focus away from the best and the brightest?
Some attribute the comparatively small percentages of students
performing at the advanced level to the focus of the 2002 federal
accountability statute, No Child Left Behind, on the educational needs
of very low performing students. That law mandates that every student be
brought up to the level a state deems proficient, a standard that most
states set well below NAEP's proficient standard, to say nothing of
the advanced level that is the focus of this report.
In order to comply with the federal law, some assert, schools are
concentrating all available resources on the educationally deprived,
leaving advanced students to fend for themselves. If so, then we should
see a decline in the percentage of students performing at NAEP's
advanced level subsequent to the passage of the 2002 federal law. In
mathematics, however, the opposite has happened. The percentage
performing at the advanced level was only 3.7 percent in 1996 and 4.7
percent in the year 2000. But the percentage performing at an advanced
level climbed steadily to the 7.9 percent attained in 2009.
Perhaps NCLB's passage in 2002 dampened the prior rate of
growth in the achievement of high-performing students. To ascertain
whether that was the case, we compared the rate of change in the NAEP
math scores of the top 10 percent of all 8th graders between 1990 and
2003 (before NCLB was fully implemented) with the rate of change after
NCLB had become effective law. Between 1990 and 2003, the scores of
students at the 90th percentile rose from 307 to 321, an increment of 14
points, or a growth rate of 1.0 points a year. Between 2003 and 2009,
the shift upward for the 90th percentile was another 8 points, or a
change of 1.3 points a year. Our results are confirmed by a more
detailed study of NCLB's impact on high-performing students
conducted by economists Brian Jacob and Thomas Dee.
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In short, the incapacity of American schools to bring students up
to the highest level of accomplishment in mathematics is much more
deepseated than anything induced by recent federal legislation.
Conclusions
The economic and technological demand for a talented,
well-educated, highly skilled population has never been greater. Not
only must everyday workers have a set of technical skills surpassing
those needed in the past, but a cadre of highly talented professionals
trained to the highest level of accomplishment is needed to foster
innovation and growth. In the words of President Barack Obama,
"Whether it's improving our health or harnessing clean energy,
protecting our security or succeeding in the global economy, our future
depends on reaffirming America's role as the world's engine of
scientific discovery and technological innovation. And that leadership
tomorrow depends on how we educate our students today, especially in
math, science, technology, and engineering."
Unfortunately, the United States trails other industrialized
countries in bringing a large proportion of its students up to the
highest levels of accomplishment. This is not a story of some states
doing well but being dragged down by states that perform poorly. Nor is
it a story of immigrant or disadvantaged or minority students hiding the
strong performance of better-prepared students. Comparatively small
percentages of white students are high achievers. Only a small
proportion of the children of our college-educated population is
equipped to compete with students in a majority of OECD countries.
Major policy initiatives within the United States have in recent
years focused on the educational needs of low-performing students. Such
efforts deserve commendation, but they can leave the impression that
there is no similar need to enhance the education of those students the
STEM coalition has called "the best and brightest." Yet, with
rapidly advancing technologies in an increasingly integrated world
economy, no one doubts the extraordinary importance of highly
accomplished professionals.
Admittedly, the United States could simply ignore the needs of its
own young people and continue to import highly skilled scientists and
engineers who were prepared by better-performing schools abroad. But
even such a heartless, irresponsible strategy relies on both the nature
of immigration policies and the absence of better opportunities abroad,
two things on which we might not want the future to depend. It seems
much more prudent to encourage the most capable of our own people to
reach high levels of academic accomplishment.
Methodology
We start with the national share of 8th-grade U.S. public and
private school students (most of whom are 14 years of age) who reach the
advanced level in math on NAEP 2005: 6.04 percent. These students are
assumed to be part of the cohort of 15-year-olds who participated in
PISA 2006 one year later. Thus, using the PISA 2006 microdata, we can
calculate the PISA math test score at which the 93.96th percentile
(100.00 - 6.04) of the U.S. student population performs. All PISA
calculations use the PISA sampling weights to yield nationally
representative estimates. The PISA scaling methodology returns student
performance estimates through a range of five plausible values, which
are random draws from the estimated probability distribution for a
student's underlying performance. We perform our analysis
separately for each of the five plausible values provided by PISA 2006.
We then average these results. Based on these calculations, we estimate
the PISA score at which the 93.96th percentile of the U.S. student
population performs to be 617.1 PISA points.
Next, we calculate from the PISA microdata the share of students
reaching this cutoff point for each country participating in the PISA
2006 test. This provides an estimate of the share of students in each
PISA country who reach the equivalent of the advanced level in 8th-grade
math on NAEP 2005. The share of students who reach the advanced level in
8th-grade math in each U.S. state is taken from NAEP 2005. For
information on the statistical significance of differences among
jurisdictions, see the unabridged version of this study, available at
educationnext.org.
Eric A. Hanushek is senior fellow at the Hoover Institution of
Stanford University. Paul E. Peterson is the director of Harvard's
Program on Education Policy and Governance and senior fellow at the
Hoover Institution. Ludger Woessmann is professor of economics at the
University of Munich.