A double dose of algebra: intensive math instruction has long-term benefits.
Cortes, Kalena ; Goodman, Joshua ; Nomi, Takako 等
In 2008, president-elect Barack Obama declared that preparing the
nation for the 1121st-century economy" required making "math
and science education a national priority." He later signed
legislation that provided incentives for states to adopt common
standards intended to increase curricular rigor in these and other
subjects. Encouraging more students to take advanced classes seems
laudable, but concerns have arisen about the ability of many students to
complete such course work successfully.
Students in urban high schools are of particular concern. Populated predominantly by low-income and minority students, these schools
struggle with two related problems. First, many students do not earn
passing grades in early courses that are thought to be prerequisites for
more-advanced subjects. Second, students are at high risk of failing to
earn their high school diplomas at all. In fact, only 65 percent of
black and Hispanic students graduate high school, with little evidence
that the graduation gap between them and white students has changed in
the last few decades. One theory for these low highschool completion
rates is that failures in early courses, such as algebra, interfere with
subsequent course work, placing students on a path that makes graduation
quite difficult.
One increasingly popular approach to improving students' math
skills is "algebra for all," which encourages more students to
take algebra and at earlier ages. The best study of this approach, using
evidence from Charlotte, North Carolina (see "Solving
America's Math Problem," features, Winter 2013), shows that
pushing students into course work for which they are ill prepared
actually harms their subsequent academic achievement. A potentially
promising alternative, and one we focus on here, is
"double-dose" algebra, in which struggling students are given
twice as much instructional time as they would normally receive. The
best study of this approach, by Takako Nomi and Elaine Allensworth,
examined the short-term impact of such a policy in the Chicago Public
Schools (CPS), where double-dose algebra was implemented in 2003. Under
that policy, students scoring below the national median on the 8th-grade
math exam were required to take two periods of algebra a day during 9th
grade instead of one, with the second class providing support and extra
practice. Students placed in the extra classes thus received
substantially more algebra instruction than other students. Nomi and
Allensworth reported no improvement in 9th-grade algebra failure rates
as a result of this intervention, a disappointing result for CPS. The
time frame of their study did not, however, allow them to explore
longer-run outcomes of even greater importance to students, parents, and
policymakers.
Our study extends this work to examine the impact of CPS's
double-dose algebra policy on such longer-run outcomes as advanced math
course work and performance, ACT scores, high-school graduation rates,
and college enrollment rates. Using data that track students from 8th
grade through college enrollment, we analyze the effect of this
innovative policy by comparing the outcomes for students just above and
just below the double-dose threshold. These two groups of students are
nearly identical in terms of academic skills and other characteristics,
but differ in the extent to which they were exposed to this new approach
to algebra. Comparing the two groups thus provides unusually rigorous
evidence on the policy's impact.
We find positive and substantial longer-run impacts of double-dose
algebra on college entrance exam scores, high school graduation rates,
and college enrollment rates, suggesting that the policy had significant
benefits that were not easily observable in the first couple of years of
its existence. The benefits of double-dose algebra were largest for
students with decent math skills but below-average reading skills,
perhaps because the intervention focused on written expression of
mathematical concepts.
Double-Dose Algebra
Since the late 1990s, Chicago Public Schools has been attempting to
increase the rigor of student course work and prepare students for
college entrance. Starting with students entering high school in the
fall of 1997, CPS eliminated lower-level and remedial courses so that
all first-time freshmen would enroll in algebra in 9th grade, geometry in 10th grade, and algebra II or trigonometry in 11th grade. Soon after,
it became apparent to CPS officials that many students were unable to
master the new curriculum, resulting in very low passing rates in
9th-grade algebra. The cause of this high failure rate was thought to
lie largely with the poor math skills with which students entered high
school.
In response to the low passing rates, CPS launched the double-dose
algebra policy for all students entering high school in the fall of
2003. Instead of reinstating the traditional remedial courses from
previous years, CPS required enrollment in two periods of algebra for
all first-time 9th graders testing below the national median on the math
portion of the 8th-grade Iowa Tests of Basic Skills (ITBS). Students
enrolled for two math credits, a full-year regular algebra class plus a
full-year algebra support class. Prior to the double-dose policy,
algebra curricula varied considerably across CPS high schools, due to
the decentralized nature of the district. With the new policy, CPS
offered teachers of double-dose algebra two specific curricula called
Agile Mind and Cognitive Tutor, standalone lesson plans they could use,
and three professional development workshops each year, where teachers
were given suggestions about how to take advantage of the extra
instructional time.
Though it is difficult to know precisely what occurred in these
extra classes, students assigned to double-dose algebra reported more
frequently writing sentences to show how they solved a math problem;
explaining how they solved a problem to the class; writing math problems
for other students to figure out; discussing possible solutions with
other students; and applying math to situations in life outside of
school. The additional time spent building verbal and analytical skills
may have conferred benefits in subjects other than math.
CPS also strongly advised schools to schedule their algebra support
courses in three specific ways. First, double-dose algebra students
should have the same teacher for their two periods of algebra. Second,
the two algebra periods should be offered consecutively. Third,
double-dose students should take the algebra support class with the same
students who are in their regular algebra class. Most schools followed
these recommendations in the initial year. In the second year, schools
began to object to the scheduling difficulties of assigning the same
teacher to both periods, so CPS removed that recommendation.
The policy we study had many components. Assignment to double-dose
algebra doubled the amount of instructional time and exposed students to
the curricula and activities discussed above. The recommendation that
students take the two classes with the same set of peers increased
tracking by skill level. All of these factors were likely to, if
anything, improve student outcomes. We will also show, however, that the
increased tracking by skill placed double-dose students among
substantially lower-skilled classmates than non-double-dose students,
which could have hurt student outcomes. Our results will capture the net
impact of all of these factors.
Data
Our analysis focuses on the first two cohorts of students subject
to the double-dose algebra policy, those entering high school in the
fall of 2003 and in the fall of 2004. These two cohorts included more
than 41,000 students overall. Our primary results are based on the
11,507 students with 8th-grade math test scores within 10 percentile
points of the cutoff used to assign students to double-dose algebra.
As discussed above, the implementation of the policy differed
somewhat between the two cohorts. For the 2003 cohort, 80 percent of
double-dose students had the same teacher for both courses, 72 percent
took the two courses consecutively, and rates of overlap between the two
classes' rosters exceeded 90 percent. For the 2004 cohort, only 54
percent of double-dose students had the same teacher for both courses,
and only 48 percent took the two courses consecutively. Overlap between
the rosters remained, however, close to 90 percent. We find that the
policy's impacts were similar for the two cohorts, so we combine
them for the purpose of presenting our results.
Longitudinal data from CPS enable us to track students from 8th
grade through college enrollment. These data include demographic
information, detailed high-school transcripts, numerous standardized
test scores, and graduation and college enrollment information. We
include in our analysis all students who entered 9th grade for the first
time in the fall of 2003 or 2004, who had valid 8th-grade math test
scores, and who enrolled in freshman algebra in a high school in which
at least one classroom of students was assigned to double-dose algebra.
These CPS students were primarily from disadvantaged socioeconomic
backgrounds and minority groups. About 90 percent were black or
Hispanic, and 20 percent received special education services. The
average CPS student scored at approximately the 45th percentile (a
little below average) on the nationally normed exam used to determine
which students were required to take double-dose algebra.
We focus on two sets of student outcomes. The first set measures
students' academic achievement and includes grades, course work,
and standardized test scores. For example, our data include pass rates
for algebra and higher-level math courses and students' scores on
the ACT (a college-entrance exam). The second set captures educational
attainment, including high school graduation and college enrollment
rates. We consider students to be high school graduates if they received
a regular CPS diploma within five years of starting high school. About
50 percent of CPS students in our data graduated high school within four
years, with another 5 percent graduating in the fifth year. College
enrollment is measured using data on CPS high-school graduates from the
National Student Clearinghouse. We count students as college
matriculants if they enrolled in college by October 1 of the fifth year
after starting high school. Only 28 percent of students in our data both
graduated from a CPS high school and enrolled in college within this
time frame. Of these college matriculants, 46 percent enrolled in
two-year colleges and 54 percent enrolled in four-year colleges.
Method
Given the substantial differences between students who were and
were not assigned to double-dose algebra, simply comparing their later
outcomes would likely produce misleading evidence on the policy's
impact. To eliminate this bias, we take advantage of the fact that
students scoring below the 50th percentile on the 8th-grade ITBS math
test were supposed to enroll in double-dose algebra. This rule allows us
to isolate the impact of double-dose algebra by comparing the outcomes
of students who scored just below the cutoff to those who scored just
above the cutoff. These two groups of students were very similar--their
scores differed by a tiny amount--but only one group was required to
take double-dose algebra. And there were no differences in the outcomes
of students scoring just below and above the assignment cutoff among
earlier cohorts of CPS students, suggesting that any differences we
identify can be attributed to the policy.
Overall, 55 percent of CPS students scored below the 50th
percentile and thus should have been assigned to double-dose algebra,
but only 42 percent were actually assigned to the support class. In
addition, some students took double-dose algebra, even though they
scored above the cutoff on the exam. As a result, the difference in
double-dose assignment rates between students just below the cutoff and
students just above the cutoff was about 40 percentage points--not 100
percentage points, as would be the case if the rule were followed
without exceptions. We adjust our results to reflect the fact that some
above-threshold students were double-dosed and some who scored below the
threshold were not. Our results should therefore be interpreted as the
effect of taking double-dose algebra among students who took it because
they scored below the cutoff--not for some other reason, such as a
desire for additional instruction in math.
Before turning to our results on student outcomes, we first examine
how the double-dose algebra policy changed students' freshman-year
experiences. Students assigned to double-dose algebra obviously spent
more class periods learning math. The second class did not replace core
academic courses in English, social studies, or science; it did replace
other courses, such as fine arts and foreign languages. The net result
was a small increase in the total number of courses taken freshman year.
Students in the double-dose classes were also more likely to be
grouped with classmates of similar academic skill. Assignment to
double-dose decreased the average achievement of a student's
classmates by more than 19 percentile points, and increased the size of
regular algebra classes by 2.4 students. Doubling instructional time in
math by replacing other course work thus increased tracking by ability
and class size.
Results
Double-dosing had an immediate impact on student performance in
algebra, increasing the proportion of students earning at least a B by
9.4 percentage points, or more than 65 percent. It did not have a
significant impact on passing rates in 9th-grade algebra, however, or in
geometry (usually taken the next year). Double-dosed students were,
however, substantially more likely to pass trigonometry, a course
typically taken in 11th grade. The mean GPA across all math courses
taken after freshman year increased by 0.14 grade points on a 4.0 scale.
As a whole, these results imply that the double-dose policy greatly
improved freshman algebra grades for the higher-achieving double-dosed
students, but had relatively little impact on passing rates for the
lower-achieving students. The latter fact is one of the primary reasons
that CPS has continued to refine its algebra instruction policy. There
is, however, some evidence of improved passing rates and GPAs in later
math courses, suggesting the possibility of benefits beyond 9th grade.
Though course work and grades matter for students' academic
trajectories, the subjective nature of course grading suggests that
standardized tests may be a better measure of the impact of
double-dosing on math skill. We do not find consistent evidence of
impacts on student performance on the preliminary ACT (called PLAN) exam
taken in the fall of 10th grade, but we do find impacts on the
11th-grade PLAN (see Figure 1). On that exam, double-dosing was found to
increase algebra scores by 0.15 standard deviations and overall math
scores by 0.16 standard deviations. Perhaps more importantly, a nearly
identical effect is seen on the math portion of the ACT (taken in the
spring of 11th grade), with double-dose algebra raising scores by 0.15
standard deviations on an exam used by many colleges as part of the
admissions process. This is equivalent to closing roughly 15 percent of
the black-white gap in ACT scores.
Test-Score Boost (Figure 1)
Students who doubled up on algebra had higher scores on standardized
tests taken after 10th grade.
Effect of double-dose algebra on standardized test scores in math,
algebra, and geometry Standard deviations]
Standard Fall 10th Fall 11th Spring 11th
deviations grade grade grade
PLAN Math 0.09 0.16 * 0.15 *
PLAN Algebra 0.09 0.15 *
PLAN Geometry 0.01 0.10
* indicates statistical significance at the.05 level
NOTE: PLAN is a test students take in 10th grade in preparation for
taking the ACT college-entrance exam the following year. SOURCE:
Authors' calculations based on Chicago Public Schools data
Note: Table made from bar graph.
These results from standardized tests suggest that double-dosed
students experienced few, if any, short-run achievement gains but did
experience larger gains that persisted at least two years after the end
of double-dose classes. Did these gains translate into improved
educational attainment? We find that they did, with double-dosing
increasing four- and five-year high-school graduation rates by 8.7 and
7.9 percentage points, respectively, a 17 percent improvement (see
Figure 2).
Figure 2 also shows that double-dosed students were 8.6 percentage
points more likely to enroll in college within five years of starting
high school, a nearly 30 percent increase over the base college
enrollment rate of 29 percent. Nearly all of this increase comes from
enrollment in two-year colleges, with more than half of that resulting
from part-time enrollment in such colleges. Given the relatively low
academic skills and high poverty rates of double-dosed CPS students, it
is unsurprising that double-dosing improved college enrollment rates at
relatively inexpensive and nonselective two-year postsecondary
institutions.
High Impact (Figure 2)
Double-dose algebra increased the percentage of students who
graduated from high school and of those who enrolled in college,
with most choosing two-year institutions.
Effect of double-dose algebra on high school graduation and
college-enrollment rates
Percentage points
Graduated within 5 years 7.9 *
Enrolled in college 8.6 *
Enrolled in two-year college 7.9 *
* indicates statistical significance at the .05 level
SOURCE: Authors calculations based on Chicago Public Schools data
and National Student Clearinghouse data
Note: Table made from bar graph.
It is important to note that many of these results are much
stronger for students with weaker reading skills, as measured by their
8th -grade reading scores. For example, double-dosing raised the ACT
scores of students with below-average reading scores by 0.22 standard
deviations but raised above-average readers' ACT scores by only
0.09 standard deviations. The overall impact of double-dosing on college
enrollment is almost entirely due to its 13-percentage-point impact on
below-average readers (see Figure 3). This unexpected pattern may
reflect the intervention's focus on reading and writing skills in
the context of learning algebra.
Reading and Writing in Algebra (Figure 3)
Students with weak reading skills benefited more from the algebra
support class than otherwise similar students, perhaps because
reading and writing were central to the instructional model.
Effect of double-dose algebra on high school graduation and
college enrollment rates, by reading skill level
Percentage Points Graduated within five years Enrolled in college
Below-median reader 12.7 * 13.3 *
Above-median reader 3.1 3.9
* indicates statistical significance at the .05 level
SOURCE: Authors calculations based on Chicago Public Schools
data and National Student Clearinghouse data
Note: Table made from bar graph.
Finally, we consider the possibility that the increased focus on
algebra at the expense of other course work may have affected
achievement in other subjects. We find strong evidence that rather than
harming achievement in reading and science, double-dosing had positive
effects across the board. Double-dosed students scored nearly 0.20
standard deviations higher on the verbal portion of the ACT, were
substantially more likely to pass chemistry classes usually taken in
10th or 11th grade, and earned modestly higher GPAs across all of their
nonmath classes in the years after 9th grade. In other words, the skills
gained in double-dose algebra seem to have helped students in other
subjects and in subsequent years.
Conclusion
Our study provides the first evidence of positive and substantial
long-run impacts of intensive math instruction on college entrance exam
scores, high school graduation rates, and college enrollment rates. We
also show that the intervention was most successful for students with
relatively high math skills but relatively low reading skills. Although
the intervention was not particularly effective for the average affected
student, the fact that it improved high school graduation and college
enrollment rates for even a subset of low-performing and at-risk
students is extraordinarily promising when targeted at the appropriate
students. In this case, those were students with only moderately low
math skills but below-average reading skills.
This double-dose strategy has become an increasingly popular way to
aid students struggling in mathematics. Today, nearly half of large
urban districts in the United States report double math instruction as
the most common form of support for students with lower skills. The
central concern of urban school districts is that algebra may be a
gateway for later academic success, so early high-school failure in math
may have large effects on subsequent academic achievement and graduation
rates. With the current policy environment calling for "algebra for
all" in 9th grade or earlier, effective and proactive intervention
is particularly critical for those who lack foundational mathematical
skills. A successful early intervention may be the best way to boost
students' long-term academic success.
Kalena Cortes is assistant professor at the Bush School of
Government and Public Service at Texas A&M University. Joshua
Goodman is assistant professor of public policy at the Harvard Kennedy
School. Takako Nomi is assistant professor of education at St. Louis
University.