The myth about the special education gap: charter enrollments driven by parental choices, not discriminatory policies.
Winters, Marcus A.
As public schools, charter schools are legally required to educate
all students regardless of the difficulties they bring with them into
the classroom. Nonetheless, many are concerned that the charter sector
fails to educate all comers. Charter schools are often criticized for
not enrolling similar proportions of students with disabilities as are
enrolled in schools operated by the surrounding district. For instance,
a recent report by the Government Accountability Office (GAO) found wide
gaps between the percentages of students enrolled in special education
in charter schools and in surrounding district schools. In New York
City, Schools Chancellor Carmen Farina recently implied that the
city's charter schools remove low-performing students in order to
increase their aggregate test scores. Last year the New York Times
published an op-ed arguing that the seeming success of charter schools
in Harlem is driven by their willingness to push out students with
disabilities, and that such "charter school refugees" drain
district schools of resources.
Only anecdotal evidence has been offered in support of the claim
that charter schools systematically remove students with disabilities,
and little rigorous research has considered the underlying causes of the
difference between the percentage of charter-school students and
district-school students enrolled in special education, the so-called
"special education gap." But if we are to adopt sound policies
to address such a gap, we need to understand its underlying causes.
In this study, I examine data on all elementary-school students in
certain years in New York City and Denver, Colorado, to estimate the
relative importance of various factors that appear to be contributing to
a special education gap. My findings suggest that the gap, though real,
is not as disturbing as it might seem. Two key drivers of the gap are
differences in rates of students being classified as having a Specific
Learning Disability (SLD) and the rates at which students who do not
have disabilities move from one sector to the other. Neither factor
indicates that charter schools are driving special education students
away from their doors. Further, the size of the gap is determined
largely by differences among students with mild rather than severe
learning difficulties.
Both New York City and Denver are considered leaders in the charter
school movement. Each city has experienced rapid expansion of the
charter school sector in recent years. While the evidence for the
effectiveness of charter schools nationwide is mixed, research has found
that the charter schools in these cities are on average more effective
than district schools in raising student test scores.
In my prior work on middle schools, I found that the special
education gap in Denver was almost exclusively caused by differences in
the rates at which students with disabilities and students without
disabilities apply to charter schools in gateway grades (that is, when
all students are entering school initially or graduating from elementary
to middle school, for example). In this article, I identify key factors
that contribute to the gap during the elementary-school years.
Although the data are richer for Denver than for New York City, my
essential findings from the two cities are remarkably similar. In both,
the relatively low enrollment of students with severe disabilities in
charter schools accounts for very little of the gap, as there are very
few of these students in either school sector. Instead, the special
education gap begins in kindergarten, when students classified at a
young age as having a speech or language disorder are less likely than
other students to apply to charter schools. It grows in part because
students enrolled in district elementary schools are considerably more
likely to be classified as having an SLD than those enrolled in charter
elementary schools. Also, students with disabilities are less likely
than students without disabilities to enter charters in non-gateway
grades.
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Data
Longitudinal student-level data were provided by the departments of
education in New York City and Denver. The New York City data cover the
school years 2009-10 through 2012-13. The Denver data include 2008-09
through 2013-14. Each data set includes information for the universe of
students attending a charter or district school in the respective city.
For each city, the relevant data identify the school in which the
student was enrolled that year and indicate whether the student has an
Individualized Education Program (IEP), which qualifies him or her for
special education services. The data also include the student's
particular disability addressed by the IEP. Unique student identifiers
allow me to map student movement and classification changes each year.
In New York City, students apply to each individual charter school
directly. Unfortunately, as a result, I do not have information
regarding whether students applied to (but did not enroll in) charter
schools in New York City.
The school choice process is more centralized in Denver. Each year,
students have the opportunity to state a preference for up to five
schools--including charter and district schools. Most parents of
students in gateway grades fill out the forms necessary to state a
school preference. Thus, in Denver, for school year 2012-13, the data
set also includes information about student preferences for schools
according to the city's school-choice policy.
The Gap in the Two Cities
As critics have claimed, there is in fact a special education gap
in the two cities. In Denver, in 2012-13, the percentage of
special-education kindergarten students was 1.8 points higher in
district schools than in charters. In grade 5 that difference was 4.7
percentage points. During the same school year in New York City, the
differences at the same two grade levels were about 4 and 7 percentage
points, respectively (see Figure 1a).
The paucity of severely disabled students in charter schools is
often highlighted in public commentary on the special education gap. It
is true that district schools enroll significantly larger percentages of
students with relatively severe disability classifications than do
charters. As shown in Figure 1b, the share of students with autism is
0.2 percentage points smaller in charters than in district schools in
Denver and 1 percentage point smaller in New York City. Results for
traumatic brain injury are similar. These differences do not contribute
substantially to the overall special-education gap, however, as the
percentage of students with severe disabilities is very small in both
sectors.
Students who are identified as having speech and language
disabilities play a much larger role in the gap story, especially among
students in kindergarten (see Figure 1c). About 41 percent of the gap in
kindergarten in New York City and 50 percent of the kindergarten gap in
Denver is caused by the differential presence of this type of student.
But few students classified in this manner early on continue to be
identified as in need of special services. As a result, the gap between
charters and districts for students with this type of disability
declines to the point of insignificance in later grades.
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I suspect that the kindergarten gap is driven primarily by the fact
that school districts often provide speech and language services to
students in need of them prior to entry into kindergarten, and the
parents of such students are reluctant to switch to a charter school,
thereby interrupting the continuation of these services. As a result,
parental choices contribute to the creation of a special education gap
at the very beginning of formal schooling.
The opposite situation prevails for the category of students
identified as having an SLD (see Figure 1d). The growth in the special
education gap after kindergarten in both cities is driven almost
entirely by changes in the percentage of this group of students. Note
that only a small percentage in either sector are classified as SLD
students in kindergarten. Rather, the percentage increases rapidly from
one year to the next as students pass through the elementary grades. But
the growth of SLD enrollments is more rapid in district schools than in
charters.
Those who focus on more "severe" classifications are
ignoring the elephant in the room. SLD is among the mildest
special-education classifications. It is also the most subjectively
diagnosed. For example, prior research by Donald MacMillan and Gary
Siperstein has indicated that SLD is likely overdiagnosed in district
schools.
Charter School Application and Enrollment
Thus far I have discussed the type of disability that contributes
the most to the special education gap between district and charter
schools. No less important are the main factors that generate the gap:
students entering charters may differ from those entering district
schools (with respect to their special education needs), and students
leaving charters may differ from those leaving district schools. Another
factor is classification rates. District and charter schools may differ
in their readiness to classify a student as having a disability. This is
more likely in the case of mild disabilities, such as speech and
language disabilities and SLD. The data allow me to look into each of
these potential underlying causes of the gap.
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Figure 1 provides some evidence regarding the types of students who
enter into a charter school in kindergarten. Since students who apply to
charter schools are assigned to enrollment randomly, we can have some
confidence that the characteristics of those who enter charter schools
in kindergarten mimic those of the students who apply.
Even if the lotteries are truly random, however, it is possible
that students with disabilities who win a spot in a charter school are
less likely to actually enroll. Unfortunately, because the results of
enrollment lotteries are not centrally collected in New York City, the
data set limits the ability to look at the characteristics of charter
school applicants there. However, a unique feature of the Denver data
set allows one to observe not only who enrolls in a charter school, but
who applies to attend one through the city's universal choice
system.
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The Denver data show that students with disabilities are somewhat
less likely to apply to attend a charter than are students without
disabilities. In kindergarten, 5.6 percent of students who listed at
least one charter school as one of their five preferences had an IEP,
while 7.8 percent of students who did not list a preference for a
charter school had an IEP. These numbers are similar to those for actual
percentages of students with IEPs enrolled in charter and district
schools reported in Figure 1a.
Next, I look at students who leave their schools. If the special
education gap is largely driven by charter schools systematically
removing students with disabilities, we should expect that students with
disabilities would be more likely to exit their school if it is a
charter than if it is a district school. In New York City and Denver,
this is not the case.
To examine this issue, I restrict each data set to include only
students who were enrolled in kindergarten in the first observed year
(2008-09 in Denver, 2009-10 in New York City). Figures 2a and 2b
describe the percentage of such students who remain in their original
elementary school after a given number of years according to their IEP
status in kindergarten. (Results are similar for students who are
observed with an IEP at any point in the time period considered.)
The results are again remarkably similar in the two city school
systems. In both cities, students with existing IEPs are significantly
and substantially more likely to remain in their kindergarten school if
it is a charter than if it is a district school. In Denver, four years
after entry in kindergarten, 65 percent of students with IEPs remain in
their original charter school, compared to 37 percent of students who
began in a district school. In New York City, four years after entry in
kindergarten, 74 percent of students with IEPs remain in their original
charter school, compared to 69 percent of students who began in a
district school.
For the kindergarten cohorts of 2008-09 in Denver and 2009-10 in
NYC, the impact of students with IEPs moving across sectors or out of
the city school system is to decrease the special education gap in both
cities. That's because in both New York and Denver more students
with IEPs enter charter schools in grades after kindergarten than exit
them.
Of course, we cannot observe the reasons that students exit, and
thus I cannot say just how numerous are the incidences of charters (or
district schools) counseling out students with disabilities.
Nevertheless, the results strongly suggest that the special education
gap is not due primarily to students with disabilities exiting the
charter sector.
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The Classification Factor
As mentioned, the special education gap in elementary schools
originates because students with disabilities (especially those related
to speech and language) are less likely to enter charter schools in
kindergarten. In both cities (especially in Denver), the special
education gap grows as students proceed from kindergarten through the
5th grade, and charters classify fewer students as SLD than do district
schools.
The gap will grow or contract if students in either sector either
receive a new IEP or have their IEP status declassified. A student with
an IEP could exit the city's system entirely or move from one
sector to the other.
For both cities, I again restrict the analysis to students who were
enrolled in kindergarten in the first observed year. For each year after
initial enrollment, I map student classifications and movements within
and out of the city's school system. I then quantify the influence
of each factor on the change in the percentage of students who have an
IEP within a sector. That is, the analysis quantifies how the percentage
of students with IEPs in charter schools increased between 2008-09 and
2009-10 due to students being newly classified into special education,
to students with IEPs exiting the sector, and so on.
In Denver, new IEPs increased the percentage of students with IEPs
in district schools by 10.4 percentage points and the percentage of
students with IEPs in the charter sector by 7.8 percentage points, for
an increase in the gap of 2.6 points. In New York, the corresponding
figures were 8.9 and 8.3, respectively, which increased the gap by less
than 1 point (0.57).
In both cities, students enrolled in charter schools are
sig-nificantly less likely (and in Denver, substantially less likely) to
be newly classified as having an IEP than are students in district
schools. In both cities, this difference is driven nearly entirely by
the greater probability that a student is classified as SLD in the
district-school sector. It is not certain whether students in the
district sector are more likely to become in need of special education
or whether district procedures are designed to identify more readily
that a student is in need of these services. One suspects that both
factors are at work.
Mobility of students with IEPs obviously influences the percentage
of students enrolled in special education. When a student with an IEP
enters into a school, either from outside of the system or from the
other sector, he has an impact on the receiving sector's percentage
of students with IEPs. The exits and entries of students without IEPs
also influence the percentage of students who have IEPs within each
sector by changing the total number of students in that sector (the
denominator of the calculation), even though it has no impact on the
number of students with IEPs (the numerator).
Student mobility increases the special education gap largely
because of the movement of students who do not have IEPs. As we saw
previously, elementary-school students without IEPs are more likely to
enter charter schools in non-gateway grades than are students with IEPs.
Each student without an IEP who enters a charter school decreases the
percentage of students in the charter sector with an IEP.
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This influence of student mobility on the special education gap is
driven in part by the difference in size of the two sectors. Of course,
the percentage of students with IEPs in a sector is calculated by
dividing the number of students with IEPs by the total number of
students in the sector. There are far more students enrolled in district
schools than are enrolled in charter schools. Consequently, the movement
of a single student from one sector to another has a much larger impact
on the proportion of students with IEPs enrolled in charter schools than
on the proportion of students with IEPs enrolled in district schools.
This simple computational phenomenon tends to exacerbate the observed
special-education gap.
For instance, consider the impact of a student who is not in
special education moving from the district sector to the charter sector
in Denver. During the time period analyzed, this category included 405
students. The impact of the movement of these students was a decrease in
the proportion of students in special education in the charter sector of
5.1 percentage points. The influence of these same students on the
district-school sector was an increase in the proportion of students
classified as special education by only 0.9 percentage points. Thus, the
overall impact of the movement of these students was to increase the
special education gap by 4.2 percentage points.
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Implications for Policy
The special education gap begins primarily because students
classified as having a speech or language disorder are less likely than
regular-enrollment students to apply. It grows in part because students
enrolled in district schools are considerably more likely to be
classified as having a specific learning disability in early elementary
grades than are students enrolled in charter schools, and also because
students without disabilities are more likely to enter charters in
non-gateway grades than are students with disabilities. This result is
remarkably similar across both cities. The overall special-education gap
does not appear to be heavily influenced by relatively low enrollment of
students with severe disabilities in charter schools.
That classification differences for SLD in later grades are a major
driver of the gap is especially interesting. Prior research suggests
that SLD is overidentified in district schools and that classifications
are heavily influenced by student academic performance. These findings
appear to open the door to the possibility that some portion of students
who are not classified as disabled in charter schools would have been so
classified had they instead attended a district school. Unfortunately,
the analyses in this paper are not capable of identifying whether the
differences in classifications are due to the type of student who
attends each sector, or if there is something about charter schooling
itself that reduces the probability that a student is newly classified
as having a disability.
The conventional argument that charters enroll relatively few
students with disabilities because they "counsel out" special
needs students after they enroll is inconsistent with the enrollment
data. In fact, students with disabilities are less likely to exit
charter elementary schools than they are to exit district schools. More
students with IEPs enter charter schools in non-gateway grades than exit
them. Of course, I do not mean to imply that no student has been
inappropriately removed by a charter school because of his disability.
But the fact that students with special needs in charter schools are
less mobile than those in district schools suggests that such incidences
are not widespread. Policies meant to address the special education gap
that focus on the movement of students with IEPs are unlikely to be
productive.
One area where policymakers could influence the special education
gap is by providing charters with resources and incentives to better
recruit students with disabilities (particularly those with a speech or
language impairment) to apply in kindergarten. Interestingly, the
initial special-education gap in kindergarten is much smaller in Denver
than it is in New York City. Though further research is required to make
any firm judgments, the most likely reason for this difference is
Denver's use of a universal enrollment system in which charter
schools participate compared to the practice in New York City, where
parents apply to individual charter schools.
by MARCUS A. WINTERS
Marcus A. Winters is senior fellow at the Manhattan Institute and
assistant professor in the College of Education at the University of
Colorado Colorado Springs. The New York City results described were
reported in a paper jointly released by the Center on Reinventing Public
Education (CRPE) and the Manhattan Institute. The Denver results first
appeared in a report for CRPE. The Denver results additionally appear in
the May 2015 issue of Educational Researcher.