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Introduction
In recent years, many North Carolina education officials
have expressed concern that the state’s school performance
grades do not accurately measure school quality. In partic-
ular, there are concerns that the current accountability
model almost exclusively focuses on student test scores—
rather than including a more comprehensive set of student
and school outcomes—and gives much greater weight to
test proficiency rather than test score growth. These con-
cerns are exacerbated by the COVID-19 pandemic, which
has highlighted how factors beyond the control of schools
can influence proficiency rates. In particular, the pandemic
has resulted in sharp declines in proficiency rates on End-
of-Grade (EOG) and End-of-Course (EOC) exams and
commensurate increases in the number of schools receiv-
ing ‘D’ or ‘F’ performance grades and being designated as
low-performing.
In response to these concerns, the North Carolina Depart-
ment of Public Instruction (NCDPI) is convening an advi-
sory group tasked with studying accountability systems in
other states and issuing recommendations for a revised
school accountability model in North Carolina. With this
brief, we hope to aid this advisory group and contribute to
the broader discourse regarding the state’s accountability
model. Specifically, in this brief we examine the distribu-
tion of school performance grades under the state’s current
accountability model and assess how the distribution of
performance grades changes with different weights for test
proficiency and growth. We acknowledge that this brief
only considers one (albeit important) component of a
comprehensive school accountability system. However, by
critically assessing how different weighting formulas for
proficiency and growth influence school performance
grades, we hope to inform the design of a revised school
accountability model.
North Carolina’s Current Accountability Model
North Carolina’s current accountability model assigns A-F
letter grades to schools based on their performance score,
which is a weighted average of the school achievement
score and the school growth score. The achievement score
accounts for 80 percent of the school performance score
and is comprised of proficiency rates on statewide EOG
and EOC assessments in reading/English language arts,
math, and science.1
At the high school level, the achieve-
ment score also includes proficiency on the ACT/
WorkKeys assessments, the percentage of students passing
their Math 3 course, and the four-year cohort graduation
rate. The growth score accounts for 20 percent of the per-
formance score and assesses the extent to which students at
a given school make progress equal to or greater/less than
the average progress made by students at their grade level.
Figure 1 presents data from the 2021-22 year on the distri-
bution of performance grades (A-F) and the designation of
low-performing schools under North Carolina’s current
accountability model. Given the differences in the
measures that make up the achievement score across school
levels, we limit our analyses in Figure 1 (and subsequent
figures) to the school performance data of elementary and
middle schools only.2
Overall, Figure 1 shows the strong
relationship between proficiency rates and school perfor-
mance grades in North Carolina’s current accountability
model. This point is illustrated in Figure 1 by (1) the 180
elementary/middle schools with an ‘A’, ‘B’, or ‘C’ perfor-
mance grade that failed to meet growth in 2021-22 and (2)
the nearly 200 elementary/middle schools with a ‘D’ or ‘F’
performance grade that exceeded growth in 2021-22. The
former set of schools did not do well in 2021-22—as meas-
ured by school growth—but may not be identified as
needing improvement, in large part, based on the charac-
teristics of students enrolled at the school. That is, profi-
September 2022
1
The achievement score considers proficiency rates for all students and proficiency rates for English language learners.
2
For our analyses we exclude schools enrolling any student in a high school grade (i.e. grades 9, 10, 11, or 12).
EDUCATION POLICY INITIATIVE at CAROLINA 1
Making the Grade: Examining the Effects of the Relative
Weight of Proficiency Versus Growth in North Carolina’s School
Performance Grades
ciency reflects many factors outside the school’s control
including student background, prior educational experi-
ences, and outside influences like the COVID-19 pan-
demic. A school may have high proficiency but not sup-
port students in achieving growth in their learning. Con-
versely, the latter set of schools generated significant stu-
dent growth in 2021-22—a real signal of learning taking
place—but are still labeled as ‘D’ or ‘F’ schools. This is not
a school accountability model that clearly identifies the
schools that are in most need of improvement.
Figure 1: School Grades and Low Performing Status by Achievement and Growth Scores Under the Current Accountabil-
ity Model
Note: This figure displays the achievement score and growth score of each elementary and middle school in North Carolina in the 2021-
22 school year. Individual schools are color coded to represent school performance grades and the region occupied by low performing
schools is shaded.
Before considering hypothetical accountability models
with different weighting percentages, it is worth noting
that North Carolina’s current accountability model does
not actually weight school growth at 20 percent. Right
now, a school’s achievement score (based primarily on
proficiency) ranges from 0-100 but the growth score
ranges from 50-100. This means that a school earning the
very lowest school growth score still gets 10 points credit-
ed to their school performance grade. For our hypothetical
accountability models—shown in Figures 2 and 3—we
rescaled the growth score to run from 0-100 and adjusted
the A-F grading scale to compensate for this change.3
We
contend that this is an important adjustment and that
North Carolina needs to address this weighting issue in a
revised accountability model.
3
To create a rescaled school growth score we subtracted 50 from the current growth score and then multiplied by 2. Our revised grading
scale is as follows: 83-100 is an ‘A’, 67-82 is a ‘B’, 50-66 is a ‘C’, 33-49 is a ‘D’, and less than 33 is an ‘F’. We use this revised growth score
and grading scale for our hypothetical accountability models.
EDUCATION POLICY INITIATIVE at CAROLINA 2
Hypothetical Accountability Models with
Different Weighting Formulas
Figure 2 presents data from the 2021-22 year on the distri-
bution of school performance grades and low-performing
school designations in a hypothetical model in which pro-
ficiency and growth (scaled from 0-100) are each worth 50
percent of the school performance grade. With this ap-
proach, almost all elementary/middle schools that exceeded
growth have a performance grade of ‘C’ or higher and
very few schools that did not meet growth have a perfor-
mance grade higher than a ‘D’. Furthermore, with this
approach, the relationship between school poverty and
school performance grades is modestly weakened. With
North Carolina’s current accountability model, 80 percent
of the state’s high-poverty elementary/middle schools re-
ceived a ‘D’ or ‘F’ performance grade.4
In a model
weighting proficiency and growth evenly (Figure 2), 56
percent of North Carolina’s high-poverty elementary/
middle schools received a ‘D’ or ‘F’ performance grade.5
Figure 2: School Grades and Low Performing Status with Achievement Score Weighted 50% and Adjusted Growth Score
Weighted 50%
Note: This figure displays the achievement score and adjusted growth score of each elementary and middle school in North Carolina in
the 2021-22 school year. Performance grades are calculated in this model by weighting the achievement score 50 percent and the adjusted
growth score 50 percent. Individual schools are color coded to represent school performance grades and the region occupied by low per-
forming schools is shaded.
4
We define a school as high-poverty if its low-income percentage is 75 percent or higher. See https://www.dpi.nc.gov/districts-schools/
federal-program-monitoring#title-i---eligible-schools-summary-report-essr for the low-income reporting.
5
In the current accountability model (Figure 1), the school performance score is correlated with the school percent low-income at -0.70 (for
elementary/middle schools); in the 50-50 model (Figure 2), the school performance score is correlated with the school percent low-income
at -0.39.
EDUCATION POLICY INITIATIVE at CAROLINA 3
Finally, Figure 3 presents data from the 2021-22 year on
the distribution of school performance grades and low-
performing school designations in a hypothetical model in
which proficiency is worth 20 percent and growth (scaled
from 0-100) is worth 80 percent of the performance grade.
Visually, it is important to note how these graphs have
changed as proficiency accounts for less and growth ac-
counts for more of the performance grade. With a model
that more heavily weights proficiency, the distribution of
A-F grades is largely horizontal along the x-axis
(proficiency). With a model that more heavily weights
growth, the distribution of A-F grades is largely vertical
along the y-axis (growth). In this model, almost all ‘A’ and
‘B’ elementary/middle schools exceeded growth in 2021-
22 and a majority of ‘D’ and ‘F’ schools failed to meet
growth. Furthermore, in a 20-80 model, the relationship
between school poverty and performance grades is further
weakened. With growth accounting for 80 percent of the
performance grade, only 38 percent of North Carolina’s
high-poverty elementary/middle schools received a ‘D’ or
‘F’ performance grade—down from 80 percent in an 80-20
model (Figure 1).6
Figure 3: School Grades and Low Performing Status with Achievement Score Weighted 20% and Adjusted Growth Score
Weighted 80%
Note: This figure displays the achievement score and adjusted growth score of each elementary and middle school in North Carolina in the
2021-22 school year. Performance grades are calculated in this model by weighting the achievement score 20 percent and the adjusted
growth score 80 percent. Individual schools are color coded to represent school performance grades and the region occupied by low per-
forming schools is shaded.
6
In the 20-80 model (Figure 3), the school performance score is correlated with the school percent low-income at -0.12.
EDUCATION POLICY INITIATIVE at CAROLINA 4
Summary
The fundamental purpose of a school accountability mod-
el should be identifying, to the extent possible, the effec-
tiveness of schools at meeting the goals of public educa-
tion. When the accountability system measures school
effectiveness, states, districts, and schools have more accu-
rate information to guide decisions around school supports
and recognition. Furthermore, families have a clearer un-
derstanding of the quality of their child’s school.
North Carolina’s current school accountability model does
not provide an accurate depiction of how schools perform.
The heavy weighting of test proficiency means that
schools are judged on factors beyond their control, such as
the prior experiences of their students and challenging
situations like the pandemic. Achievement growth, on the
other hand, represents what students are gaining through
their experiences at school, regardless of where they come
from and other factors in their lives and the world around
them. Mislabeling school effectiveness matters because
stakeholders—e.g. state and district officials, school admin-
istrators, teachers, and families—react to these labels in
ways that may impact future school performance. Further-
more, educators in high growth schools deserve recogni-
tion for their efforts to support their students and educa-
tors and students in low growth schools deserve supports
to ensure that every student is learning and growing at
school.
The purpose of this brief is not to advocate for a particular
accountability model, but rather, to discuss challenges
with the current model and to demonstrate how different
models can produce different definitions of school effec-
tiveness. It is up to North Carolina education officials to
define school effectiveness in ways that best advance the
learning and well-being of K-12 students. In doing so,
our hope is that North Carolina creates an accountability
model that prioritizes what schools more directly control
and that North Carolina recognizes that school effective-
ness is a multi-faceted measure. Quality schools benefit a
range of outcomes for students, educators, and families
and those measures can be included in a more comprehen-
sive school accountability model.
Authors: Kevin C. Bastian and Sarah Crittenden Fuller
Contact information:
kbastian@email.unc.edu
sarah.fuller@unc.edu
EPIC’s mission is to conduct rigorous and responsive education research and evaluation that informs practice and policy for the betterment of stu-
dents, educators, schools, and communities. EPIC aims to engage in this work in close partnership with practitioners and policymakers to ensure
high-quality and equitable learning opportunities for our nation’s youth.
Epic.unc.edu
twitter.com/EPIC-UNC
EDUCATION POLICY INITIATIVE at CAROLINA 5

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Making the Grade

  • 1. Introduction In recent years, many North Carolina education officials have expressed concern that the state’s school performance grades do not accurately measure school quality. In partic- ular, there are concerns that the current accountability model almost exclusively focuses on student test scores— rather than including a more comprehensive set of student and school outcomes—and gives much greater weight to test proficiency rather than test score growth. These con- cerns are exacerbated by the COVID-19 pandemic, which has highlighted how factors beyond the control of schools can influence proficiency rates. In particular, the pandemic has resulted in sharp declines in proficiency rates on End- of-Grade (EOG) and End-of-Course (EOC) exams and commensurate increases in the number of schools receiv- ing ‘D’ or ‘F’ performance grades and being designated as low-performing. In response to these concerns, the North Carolina Depart- ment of Public Instruction (NCDPI) is convening an advi- sory group tasked with studying accountability systems in other states and issuing recommendations for a revised school accountability model in North Carolina. With this brief, we hope to aid this advisory group and contribute to the broader discourse regarding the state’s accountability model. Specifically, in this brief we examine the distribu- tion of school performance grades under the state’s current accountability model and assess how the distribution of performance grades changes with different weights for test proficiency and growth. We acknowledge that this brief only considers one (albeit important) component of a comprehensive school accountability system. However, by critically assessing how different weighting formulas for proficiency and growth influence school performance grades, we hope to inform the design of a revised school accountability model. North Carolina’s Current Accountability Model North Carolina’s current accountability model assigns A-F letter grades to schools based on their performance score, which is a weighted average of the school achievement score and the school growth score. The achievement score accounts for 80 percent of the school performance score and is comprised of proficiency rates on statewide EOG and EOC assessments in reading/English language arts, math, and science.1 At the high school level, the achieve- ment score also includes proficiency on the ACT/ WorkKeys assessments, the percentage of students passing their Math 3 course, and the four-year cohort graduation rate. The growth score accounts for 20 percent of the per- formance score and assesses the extent to which students at a given school make progress equal to or greater/less than the average progress made by students at their grade level. Figure 1 presents data from the 2021-22 year on the distri- bution of performance grades (A-F) and the designation of low-performing schools under North Carolina’s current accountability model. Given the differences in the measures that make up the achievement score across school levels, we limit our analyses in Figure 1 (and subsequent figures) to the school performance data of elementary and middle schools only.2 Overall, Figure 1 shows the strong relationship between proficiency rates and school perfor- mance grades in North Carolina’s current accountability model. This point is illustrated in Figure 1 by (1) the 180 elementary/middle schools with an ‘A’, ‘B’, or ‘C’ perfor- mance grade that failed to meet growth in 2021-22 and (2) the nearly 200 elementary/middle schools with a ‘D’ or ‘F’ performance grade that exceeded growth in 2021-22. The former set of schools did not do well in 2021-22—as meas- ured by school growth—but may not be identified as needing improvement, in large part, based on the charac- teristics of students enrolled at the school. That is, profi- September 2022 1 The achievement score considers proficiency rates for all students and proficiency rates for English language learners. 2 For our analyses we exclude schools enrolling any student in a high school grade (i.e. grades 9, 10, 11, or 12). EDUCATION POLICY INITIATIVE at CAROLINA 1 Making the Grade: Examining the Effects of the Relative Weight of Proficiency Versus Growth in North Carolina’s School Performance Grades
  • 2. ciency reflects many factors outside the school’s control including student background, prior educational experi- ences, and outside influences like the COVID-19 pan- demic. A school may have high proficiency but not sup- port students in achieving growth in their learning. Con- versely, the latter set of schools generated significant stu- dent growth in 2021-22—a real signal of learning taking place—but are still labeled as ‘D’ or ‘F’ schools. This is not a school accountability model that clearly identifies the schools that are in most need of improvement. Figure 1: School Grades and Low Performing Status by Achievement and Growth Scores Under the Current Accountabil- ity Model Note: This figure displays the achievement score and growth score of each elementary and middle school in North Carolina in the 2021- 22 school year. Individual schools are color coded to represent school performance grades and the region occupied by low performing schools is shaded. Before considering hypothetical accountability models with different weighting percentages, it is worth noting that North Carolina’s current accountability model does not actually weight school growth at 20 percent. Right now, a school’s achievement score (based primarily on proficiency) ranges from 0-100 but the growth score ranges from 50-100. This means that a school earning the very lowest school growth score still gets 10 points credit- ed to their school performance grade. For our hypothetical accountability models—shown in Figures 2 and 3—we rescaled the growth score to run from 0-100 and adjusted the A-F grading scale to compensate for this change.3 We contend that this is an important adjustment and that North Carolina needs to address this weighting issue in a revised accountability model. 3 To create a rescaled school growth score we subtracted 50 from the current growth score and then multiplied by 2. Our revised grading scale is as follows: 83-100 is an ‘A’, 67-82 is a ‘B’, 50-66 is a ‘C’, 33-49 is a ‘D’, and less than 33 is an ‘F’. We use this revised growth score and grading scale for our hypothetical accountability models. EDUCATION POLICY INITIATIVE at CAROLINA 2
  • 3. Hypothetical Accountability Models with Different Weighting Formulas Figure 2 presents data from the 2021-22 year on the distri- bution of school performance grades and low-performing school designations in a hypothetical model in which pro- ficiency and growth (scaled from 0-100) are each worth 50 percent of the school performance grade. With this ap- proach, almost all elementary/middle schools that exceeded growth have a performance grade of ‘C’ or higher and very few schools that did not meet growth have a perfor- mance grade higher than a ‘D’. Furthermore, with this approach, the relationship between school poverty and school performance grades is modestly weakened. With North Carolina’s current accountability model, 80 percent of the state’s high-poverty elementary/middle schools re- ceived a ‘D’ or ‘F’ performance grade.4 In a model weighting proficiency and growth evenly (Figure 2), 56 percent of North Carolina’s high-poverty elementary/ middle schools received a ‘D’ or ‘F’ performance grade.5 Figure 2: School Grades and Low Performing Status with Achievement Score Weighted 50% and Adjusted Growth Score Weighted 50% Note: This figure displays the achievement score and adjusted growth score of each elementary and middle school in North Carolina in the 2021-22 school year. Performance grades are calculated in this model by weighting the achievement score 50 percent and the adjusted growth score 50 percent. Individual schools are color coded to represent school performance grades and the region occupied by low per- forming schools is shaded. 4 We define a school as high-poverty if its low-income percentage is 75 percent or higher. See https://www.dpi.nc.gov/districts-schools/ federal-program-monitoring#title-i---eligible-schools-summary-report-essr for the low-income reporting. 5 In the current accountability model (Figure 1), the school performance score is correlated with the school percent low-income at -0.70 (for elementary/middle schools); in the 50-50 model (Figure 2), the school performance score is correlated with the school percent low-income at -0.39. EDUCATION POLICY INITIATIVE at CAROLINA 3
  • 4. Finally, Figure 3 presents data from the 2021-22 year on the distribution of school performance grades and low- performing school designations in a hypothetical model in which proficiency is worth 20 percent and growth (scaled from 0-100) is worth 80 percent of the performance grade. Visually, it is important to note how these graphs have changed as proficiency accounts for less and growth ac- counts for more of the performance grade. With a model that more heavily weights proficiency, the distribution of A-F grades is largely horizontal along the x-axis (proficiency). With a model that more heavily weights growth, the distribution of A-F grades is largely vertical along the y-axis (growth). In this model, almost all ‘A’ and ‘B’ elementary/middle schools exceeded growth in 2021- 22 and a majority of ‘D’ and ‘F’ schools failed to meet growth. Furthermore, in a 20-80 model, the relationship between school poverty and performance grades is further weakened. With growth accounting for 80 percent of the performance grade, only 38 percent of North Carolina’s high-poverty elementary/middle schools received a ‘D’ or ‘F’ performance grade—down from 80 percent in an 80-20 model (Figure 1).6 Figure 3: School Grades and Low Performing Status with Achievement Score Weighted 20% and Adjusted Growth Score Weighted 80% Note: This figure displays the achievement score and adjusted growth score of each elementary and middle school in North Carolina in the 2021-22 school year. Performance grades are calculated in this model by weighting the achievement score 20 percent and the adjusted growth score 80 percent. Individual schools are color coded to represent school performance grades and the region occupied by low per- forming schools is shaded. 6 In the 20-80 model (Figure 3), the school performance score is correlated with the school percent low-income at -0.12. EDUCATION POLICY INITIATIVE at CAROLINA 4
  • 5. Summary The fundamental purpose of a school accountability mod- el should be identifying, to the extent possible, the effec- tiveness of schools at meeting the goals of public educa- tion. When the accountability system measures school effectiveness, states, districts, and schools have more accu- rate information to guide decisions around school supports and recognition. Furthermore, families have a clearer un- derstanding of the quality of their child’s school. North Carolina’s current school accountability model does not provide an accurate depiction of how schools perform. The heavy weighting of test proficiency means that schools are judged on factors beyond their control, such as the prior experiences of their students and challenging situations like the pandemic. Achievement growth, on the other hand, represents what students are gaining through their experiences at school, regardless of where they come from and other factors in their lives and the world around them. Mislabeling school effectiveness matters because stakeholders—e.g. state and district officials, school admin- istrators, teachers, and families—react to these labels in ways that may impact future school performance. Further- more, educators in high growth schools deserve recogni- tion for their efforts to support their students and educa- tors and students in low growth schools deserve supports to ensure that every student is learning and growing at school. The purpose of this brief is not to advocate for a particular accountability model, but rather, to discuss challenges with the current model and to demonstrate how different models can produce different definitions of school effec- tiveness. It is up to North Carolina education officials to define school effectiveness in ways that best advance the learning and well-being of K-12 students. In doing so, our hope is that North Carolina creates an accountability model that prioritizes what schools more directly control and that North Carolina recognizes that school effective- ness is a multi-faceted measure. Quality schools benefit a range of outcomes for students, educators, and families and those measures can be included in a more comprehen- sive school accountability model. Authors: Kevin C. Bastian and Sarah Crittenden Fuller Contact information: kbastian@email.unc.edu sarah.fuller@unc.edu EPIC’s mission is to conduct rigorous and responsive education research and evaluation that informs practice and policy for the betterment of stu- dents, educators, schools, and communities. EPIC aims to engage in this work in close partnership with practitioners and policymakers to ensure high-quality and equitable learning opportunities for our nation’s youth. Epic.unc.edu twitter.com/EPIC-UNC EDUCATION POLICY INITIATIVE at CAROLINA 5