K-12 EDUCATION
Characteristics of
School Shootings
Report to Congressional Requesters
June 2020
GAO-20-455
United States Government Accountability Office
United States Government Accountability Office
Highlights of GAO-20-455, a report to
congressional requesters
June 2020
K-12 EDUCATION
Characteristics of School Shootings
What GAO Found
GAO found that shootings at K-12 schools most commonly resulted from
disputes or grievances, for example, between students or staff, or
between gangs, although the specific characteristics of school shootings
over the past 10 years varied widely, according to GAO’s analysis of the
Naval Postgraduate School’s K-12 School Shooting Database. (See
figure.) After disputes and grievances, accidental shootings were most
common, followed closely by school-targeted shootings, such as those in
Parkland, Florida and Santa Fe, Texas.
K-12 School Shootings by Kind, School Years 2009-10 through 2018-19
The shooter in about half of school shootings was a student or former student; in
the other half, the shooter had no relationship to the school, was a parent,
teacher, or staff, or his or her relationship to the school was unknown, according
to the data. When the shooting was accidental, a suicide, or school-targeted, the
shooter was more often a student or former student. However, when the shooting
was the result of a dispute or grievance, the shooter was someone other than a
student in the majority of cases. For about one-fifth of cases, the shooter’s
relationship to the school was not known. (See figure.)
View GAO-20-455. For more information,
contact
Jacqueline M. Nowicki at (617) 788-
0580
or nowicki[email protected].
Why GAO Did This Study
In addition to the potential loss of
life, school shootings can evoke
feelings of profound fear and anxiety
that disturb a community’s sense of
safety and security. Questions have
been raised about whether schools
approaches to addressing student
behavior are a factor in school
shootings. These approaches
include discipline that removes the
offending students from the
classroom or school, and
preventative approaches meant to
change student behaviors before
problems arise.
GAO was asked to examine school
shootings, including the link between
discipline and shootings. This report
examines 1) the characteristics of
school shootings and affected
schools, and 2) what is known about
the link between discipline and
school shootings. To do so, GAO
analyzed data on school shootings
and school characteristics for school
years 2009-10 through 2018-19; and
conducted a literature review to
identify empirical research from
2009 to 2019 that examined
discipline approaches in school, and
the effects of these approaches on
outcomes of school gun violence,
school violence, or school safety.
GAO also interviewed selected
researchers to gather perspectives
about challenges and limitations in
conducting research on school
discipline and school shootings.
The characteristics of schools where shootings
occurred over the past 10 years also varied by
poverty level and racial composition. Urban,
poorer, and high minority schools had more
shootings overall, with more characterized as a
dispute or grievance. Suburban and rural,
wealthier, and low minority schools had more
suicides and school-targeted shootings, which
had the highest fatalities per incident. Overall,
more than half of the 166 fatalities were the
result of school-targeted shootings.
The location of the shootings more often took
place outside the school building than inside
the school building, but shootings inside were
more deadly, according to the data. Shootings
resulting from disputes occurred more often
outside school buildings, whereas accidents
and school-targeted shootings occurred more
often inside school buildings. (See figure.)
GAO found no empirical research in the last 10
years (2009-2019) that directly examined the
link between school discipline and school
shootings. According to literature GAO
examined and five study authors GAO
interviewed, various factors contribute to the
lack of research examining this particular link,
including that multiple and complex factors
affect an individual’s propensity toward
violence, making it difficult to isolate the effect
of any one factor, including school discipline.
K-12 School Shootings by Shooting Location and Kind of Shooting, School Years 2009-10 through 2018-19
Notes: The location of one of the 318 incidents was unknown, and therefore, excluded from this analysis. As a result, the total incidents in this analysis is
317. GAO combined three categories from the K-12 School Shooting Database into an “Outside the school building” category: outside on school
property, off school property, and on school bus.
K-12 School Shootings by Shooter, School Years 2009-10 through 2018-19
Notes: Percentages do not add to 100 percent, due to rounding. “Unknown,” as recorded in the K-
12 School Shooting Database, includes incidents in which the shooter was identified but the
shooter’s relationship to the school could not be determined. “Other” combines four categories from
the K-12 School Shooting Database: intimate relationship with victim, multiple shooters, students
from a rival school, and non-students using athletic facilities/attending game.
Page i GAO-20-455 K-12 School Shootings
Letter 1
Background 4
Characteristics of Shooting Incidents and Schools Varied 12
Empirical Research Does Not Directly Examine Link between
Discipline and School Shootings 26
Agency Comments 30
Appendix I Objectives, Scope, and Methodology 31
Appendix II Additional Data Tables and Figure 44
Appendix III Summary and Table of Studies Included in Literature Review 47
Appendix IV GAO Contact and Staff Acknowledgments 51
Tables
Table 1: Examples of Risk and Protective Factors That Influence
Youth Violence 5
Table 2: School Shootings and Fatalities/Casualties by Kind of
Shooting, School Years 2009-10 through 2018-19 15
Table 3: Shooter Relationship to School by Kind of Shooting,
School Years 2009-10 through 2018-19 17
Table 4: Number of Shootings Inside and Outside the School
Building by Shooter’s Relationship to School, School
Years 2009-10 through 2018-19 19
Table 5: GAO Categories of School Shootings 34
Table 6: Regions in the U.S. by State 36
Table 7: GAO Consolidation of Time Period from the K-12 School
Shooting Database 36
Table 8: GAO Consolidation of Shooter Relationship to School
from the K-12 School Shooting Database 37
Table 9: GAO Consolidation of Location from the K-12 School
Shooting Database 37
Contents
Page ii GAO-20-455 K-12 School Shootings
Table 10: Locale Variables Used from the Common Core of Data
(CCD) 38
Table 11: Criteria Used to Screen Literature on the Role of
Approaches to Discipline in School Shootings 41
Table 12: School Shootings and Fatalities/Casualties by Shooting
Location, School Years 2009-10 through 2018-19 45
Table 13: Time of Day of School Shootings by Kind of Shooting,
School Years 2009-10 through 2018-19 45
Table 14: Month of Shooting by Kind of Shooting, School Years
2009-10 through 2018-19 45
Table 15: Studies Meeting Inclusion Criteria for Literature Review 47
Figures
Figure 1: Nonexclusionary Approaches to Address to Student
Behavior 11
Figure 2: School Shootings by Kind of Shooting, School Years
2009-10 through 2018-19 14
Figure 3: School Shootings by Shooter’s Relationship to School,
School Years 2009-10 through 2018-19 16
Figure 4: School Shootings by Shooting Location and Kind of
Shooting, School Years 2009-10 through 2018-19 18
Figure 5: School Shootings by School Level and Kind of Shooting,
School Years 2009-10 through 2018-19 20
Figure 6: School Shootings by Free or Reduced Price Lunch
Eligibility and Kind of Shooting, School Years 2009-10
through 2018-19 22
Figure 7: School Shootings by Minority Enrollment and Kind of
Shooting, School Years 2009-10 through 2018-19 23
Figure 8: Map of K-12 School Shootings in the United States,
School Years 2009-10 through 2018-19 24
Figure 9: School Shootings by Locale and Kind of Shooting,
School Years 2009-10 through 2018-19 25
Figure 10: Number of School Shooting Incidents Over Time,
School Years 2009-10 through 2018-19 46
Page iii GAO-20-455 K-12 School Shootings
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Page 1 GAO-20-455 K-12 School Shootings
441 G St. N.W.
Washington, DC 20548
June 9, 2020
The Honorable Robert C. BobbyScott
Chairman
Committee on Education and Labor
House of Representatives
The Honorable Jerrold Nadler
Chairman
Committee on the Judiciary
House of Representatives
According to a 2018 Pew Research Center Survey, a majority of
American teenagersespecially those who are not white or are from
lower income familiesare worried about the possibility of a shooting
happening at their school.
1
Since the 1999 shooting at Columbine High
School, almost all K-12 public school districts have developed and
adopted procedures to follow in the event of a shooting, and most
currently conduct active shooter drills, as we reported in 2016.
2
In
addition to the loss of life often resulting from school shootings, a
shooting that occurs in school can profoundly disturb a communitys
sense of safety and security and may have lasting effects for students,
teachers, principals, and parents. As a result of their trauma, students can
experience fear, anxiety, worry, difficulty concentrating, angry outbursts,
and aggression.
3
Students who experience the trauma of a school
shooting might also perform poorly in school or attempt to harm
themselves.
4
Further, questions have been raised about whether schools
approaches to addressing student behavior are a factor in school
shootings. These approaches include discipline that removes the
1
The survey of teens was conducted in March and April of 2018, shortly after the shooting
at a high school in Parkland, Florida, on February 14, 2018. Nikki Graff, A majority of U.S.
teens fear a shooting could happen at their school, and most parents share their concern
(Pew Research Center, Apr. 18, 2018).
2
GAO, Emergency Management: Improved Federal Coordination Could Better Assist K-
12 Schools Prepare for Emergencies, GAO-16-144 (Washington, D.C.: Mar. 10, 2016).
3
K. Guarino and E. Chagnon, Trauma-sensitive schools training package. (Washington,
D.C.: National Center on Safe Supportive Learning Environments, 2018).
4
K. Guarino and E. Chagnon.
Letter
Page 2 GAO-20-455 K-12 School Shootings
offending students from the classroom or school, and preventative
approaches meant to change student behaviors before problems arise.
You asked us to provide information on school shootings, including
information on whether the way students are disciplined in schools might
be a factor in school shootings. This report examines (1) the
characteristics of K-12 school shooting incidents and the characteristics
of affected schools, and (2) what is known about whether different
approaches to discipline in school play a role in school shootings.
For the first objective, we developed a definition of school shootings to
create a list of school shootings based on existing datasets, and matched
the list of shootings with Department of Education (Education) data on
school characteristics. Specifically:
Because there is no uniform definition of a school shooting, we
developed a definition of school shootings for the purposes of our
analysis, by reviewing research on the topic of school shootings, and
by reviewing and comparing definitions used in various datasets, such
as the National Center for Education Statistics School Survey on
Crime and Safety and Educations Civil Rights Data Collection. To
ensure we focused on instances where students or staff were at risk,
we defined a school shooting as any time a gun is fired on school
grounds, on a bus, during a school event, during school hours, or right
before or after school.
5
,
6
Appendix I provides more information on
how we developed our definition.
Although the dataset we used captures school shooting incidents from
1970 to the present, we focused our analysis on the past 10 school
years (2009-10 through 2018-19) to reflect the types of shootings
occurring in today’s schools. To develop a list of shootings, we
applied our definition by comparing it to the description of each
shooting occurring within this 10-year period in the Naval
5
For our analysis, we included four incidents in which a gun was brandished due to the
severity of the incidents. For example, the shooter initially made threatening gestures with
a firearm, but was stopped prior to a shot being fired; for example, if the shooter was
tackled.
6
This definition includes instances in which the gun was fired onto school grounds or at a
school bus, even if the shooter was outside of school grounds or outside of the school bus
when they fired. In addition, this definition includes all times where school staff and
teachers, including support and custodial staff, were on school grounds in their official
capacity with the school (e.g. on duty, at school meeting).
Page 3 GAO-20-455 K-12 School Shootings
Postgraduate Schools K-12 School Shooting Database
7
the dataset
on which we primarily relied-—and the Federal Bureau of
Investigation (FBI) Active Shooter reports.
8
We primarily relied on the
K-12 School Shooting Database because we determined it to be the
most widely inclusive database of K-12 school shootings (i.e.,
compiling every instance a gun is brandished, is fired, or a bullet hits
school property for any reason, regardless of the number of victims,
time of day, or day of week), and therefore most appropriate for our
purpose. We included on our list, all shootings that met our criteria
regardless of the shooters intent (e.g., accidents and suicides). For
purposes of our report, we categorized shootings identified in the
FBI’s Active Shooter reports as school-targeted.
9
See appendix I for
details on the categories of school shootings we identified.
To develop our unique dataset on characteristics of schools that
experienced school shootings, we used Educations Common Core of
Data (CCD), which is the agencys primary database on public
elementary and secondary education in the United States. We
matched and then merged the school characteristics from the CCD,
such as grade level and locale (urban, suburban, town, and rural),
with our list of school shootings.
To assess the reliability of the data in the K-12 School Shooting
Database, we interviewed the researchers who developed and
7
The K-12 School Shooting Database was developed by the Naval Postgraduate
Schools Center for Homeland Defense and Security which conducts a wide range of
programs to develop policies, strategies, programs and organizational elements to
address terrorism, natural disasters and public safety threats. The programs are
developed in partnership with and sponsored by the National Preparedness Directorate at
the Federal Emergency Management Agency (FEMA). The K-12 School Shooting
Database (https://www.chds.us/ssdb/) is an open-source database of information from
various sources including peer-reviewed studies, government reports, and media sources.
8
The FBI defines an active shooter as one or more individuals actively engaged in killing
or attempting to kill people in a populated area. The FBI compiles active shooter incidents
to assist law enforcement in preventing and responding to these incidents. For example,
see: Advanced Law Enforcement Rapid Response Training (ALERRT) Center at Texas
State University and the Federal Bureau of Investigation, U.S. Department of Justice,
Active Shooter Incidents in the United States in 2018 (Washington, D.C.: 2018).
9
We define school-targeted incidents as shootings that were targeted generally toward
school staff or students on school premises, but that were generally indiscriminate in
terms of specific victims. These include incidents of hostage standoffs, indiscriminate
shootings targeting the school staff and personnel, and active shooter incidents as
categorized by the FBI. School-targeted shootings may also include incidents in which a
specific victim was targeted because of their relationship to the school (e.g., student,
principal, staff, school resource officer, etc.).
Page 4 GAO-20-455 K-12 School Shootings
maintain the K-12 School Shooting Database and compared that data
to other databases with similar data on school shootings. To assess
the reliability of the CCD data, we reviewed technical documentation
and interviewed officials from Educations Institute of Education
Sciences. We found these data sufficiently reliable for our purposes.
To address the second objective, we conducted a literature review to
identify empirical research generally published in peer reviewed journals
or by government agencies over a 10-year period, from January 2009 to
June 2019 (see app. I for criteria used in screening studies). We included
studies that examined exclusionary approaches to discipline, like
suspension (both in and out of school), expulsion, and zero tolerance; as
well as nonexclusionary approaches such as those intended to prevent
behaviors that may lead to discipline.
10
These approaches include social
emotional learning and positive behavior supports, and interventions like
threat assessment. We searched for studies that examined the effects of
discipline approaches on outcomes of school gun violence, school
violence, and school safety.
11
We conducted this performance audit from May 2019 to June 2020 in
accordance with generally accepted government auditing standards.
Those standards require that we plan and perform the audit to obtain
sufficient, appropriate evidence to provide a reasonable basis for our
findings and conclusions based on our audit objectives. We believe that
the evidence obtained provides a reasonable basis for our findings and
conclusions based on our audit objectives.
Research suggests that a young persons propensity to commit an act of
violence, like a school shooting, is influenced by the interplay of multiple
risk factors and protective factors.
12
These factors, according to the
10
A school may use exclusionary and nonexclusionary approaches in combination. In
addition, for the purposes of our literature review, nonexclusionarymeans approaches to
address student behavior that focus on preventing behaviors that lead to a punitive
disciplinary response. It does not include time-outor detention, or other forms of
discipline that may be used by teachers or schools.
11
Because existing research was limited, we included literature that examined the
outcome of violent behavior that was not always exclusive to school-based violent
behaviors.
12
C. David-Ferdon, et al, A Comprehensive Technical Package for the Prevention of
Youth Violence and Associated Risk Behaviors (Atlanta, GA: National Center for Injury
Prevention and Control, Centers for Disease Control and Prevention, 2016).
Background
Research on Youth
Violence
Page 5 GAO-20-455 K-12 School Shootings
research, can affect a young persons development from early childhood
through young adulthood. Risk factors, like a prior history of exposure to
violence or abuse or to high levels of crime or gang activity, can increase
the likelihood of a person becoming a perpetrator of violence. Protective
factors, like stable connections to school, school personnel, and
nonviolent peers, decrease the likelihood of a person becoming a
perpetrator of violence. Risk factors and protective factors play a role on
many levels, such as the interpersonal and community levels. Table 1
summarizes several of the risk and protective factors identified by
research.
Table 1: Examples of Risk and Protective Factors That Influence Youth Violence
Risk Factors
Protective Factors
Individual
Impulsiveness
Substance abuse
Antisocial or aggressive beliefs and attitudes
Weak school achievement, peer conflict, or
rejection
Prior history of exposure to violence or abuse
Unsupervised access to a firearm
Depression, anxiety, chronic stress and
trauma
Prior history of arrest
Development of healthy social, problem-solving, and
emotional regulation skills
School readiness and academic achievement
Relationship
Association with peers engaging in violent or
delinquent behavior, including gang activity
Parental conflict and violence
Poor parental attachment and lack of
appropriate supervision
Use of harsh or inconsistent discipline
Strong parent-child attachment
Consistent, developmentally appropriate limits at home
Stable connections to school and school personnel
Feelings of connectedness to prosocial, nonviolent
peers
Community
Residential instability and crowded housing
Density of alcohol-related businesses
Poor economic growth or stability
Concentrated poverty
High levels of crime or gang activity
High levels of unemployment
High levels of drug use or sales
Residences and neighborhoods that are regularly
repaired and maintained, and are designed to increase
visibility and control access (parks, schools,
businesses)
Policies related to the density of alcohol outlets and
sales
Stable housing and household financial security
Economic opportunities (e.g., employment)
Access to services and social support
Source: GAO analysis of C. David-Ferdon, et al, A Comprehensive Technical Package for the Prevention of Youth Violence and Associated Risk Behaviors (Atlanta, GA: National Center for Injury
Prevention and Control, Centers for Disease Control and Prevention, 2016); and C. David-Ferdon and T.R. Simon, Preventing Youth Violence: Opportunities for Action (Atlanta, GA: National Center for
Injury Prevention and Control, Centers for Disease Control and Prevention, 2014). | GAO-20-455
According to the Centers for Disease Control and Prevention (CDC),
identifying risk factors and protective factorsa public health approach to
Page 6 GAO-20-455 K-12 School Shootings
violence preventionis an important step in understanding where to
focus prevention efforts.
13
Risk factors are cumulative, meaning the more
risk factors youth are exposed to, the greater likelihood they will develop
violent behaviors. It is important to note that not everyone exposed to risk
factors will develop violent behaviors.
14
The CDCs resources on evidence-based youth violence prevention
efforts include strategies that help ameliorate risk factors and bolster
protective factors, such as strategies that enhance safe environments in
communities, strengthen communication and problem solving skills of
caregivers and parents, and educate students on violence in schools.
15
In
addition, according to a 2007 meta-analysis, school-based prevention
programs involving both psychological and social aspects of behavior,
generally had positive effects for reducing aggressive and disruptive
student behaviors in school settings, such as fighting with and intimidating
others.
16
These risk factors are often evident, for example, in the significant
amount of analyses that have been done on the characteristics of
attackers who have specifically targeted schools, like the shootings that
happened at Columbine, and at Marjory Stoneman Douglas High School
in Parkland, Florida and Santa Fe High School in Santa Fe, Texas in
2018. These shootings are particularly concerning because the shooter
often indiscriminately targets victims in the school, and because of the
high numbers of killed or wounded victims in a single incident. A 2019
joint report by Education and the Department of Justice (Justice) found
that these kinds of shootings often involved a single, male shooter, mostly
13
CDC. See:
https://www.cdc.gov/violenceprevention/publichealthissue/publichealthapproach.html
(downloaded March 4, 2020).
14
C. David-Ferdon and T.R. Simon, Preventing Youth Violence: Opportunities for Action
(Atlanta, GA: National Center for Injury Prevention and Control, Centers for Disease
Control and Prevention, 2014).
15
C. David-Ferdon and T.R. Simon.
16
S.J. Wilson and M.W. Lipsey, School-Based Interventions for Aggressive and
Disruptive Behavior. Update of a Meta-analysis,American Journal of Prevention
Medicine, vol. 33, no. 2S (2007).
Targeted Violence in
Schools
Page 7 GAO-20-455 K-12 School Shootings
between the ages of 12 and 18.
17
Further, in 2019, a U.S. Secret Service
study of targeted school violence using firearms or other weapons found
that most of these attackers were motivated by grievances with
classmates and some were motivated by grievances involving school
staff, romantic relationships, or other personal issues.
18
The Secret
Service reported that all of these attackers experienced social stressors
involving their relationships with peers and or romantic partners, nearly all
experienced negative home life factors, most were victims of bullying,
most had a history of disciplinary actions in school, and half had prior
contact with law enforcement. Even so, experts warn against any
attempts to profile shooters in school-targeted shootings because the vast
number of students who have the same or similar characteristics and life
and school experiences, do not commit school shootings. Experts warn
that trying to develop a detailed profile of a shooter who specifically
targets schools risks stigmatizing students who match the profile as well
as ruling out students who are deeply troubled but do not match the
profile.
For nearly two decades, state and federal commissions have studied and
made recommendations to schools and communities in the aftermath of
shootings. Following the shooting at Columbine, a state commission
made recommendations for schools about how to respond to a crisis,
communicate and plan for critical emergencies, and identify potential
shooters.
19
In response to the 2012 shooting at Sandy Hook Elementary
School, the Sandy Hook commission recommended that the state of
Connecticut create a work group to help develop safe school design
standards that would guide renovations and expansions of existing
schools and the construction of new schools throughout the state.
20
17
L. Musu, et al., Indicators of School Crime and Safety: 2018, NCES 2019-047/NCJ
252571 (Washington, D.C.: National Center for Education Statistics, U.S. Department of
Education, and Bureau of Justice Statistics, Office of Justice Programs, U.S. Department
of Justice, 2019).
18
The U.S. Secret Service analyzed 41 incidents of targeted violence at K-12 schools of
which 25 involved the use of firearms. Department of Homeland Security, U.S. Secret
Service, National Threat Assessment Center, Protecting Americas Schools: A U.S. Secret
Service Analysis of Targeted School Violence (2019).
19
Report of Governor Bill OwensColumbine Review Commission, Colorado Governor’s
Columbine Review Commission, May 2001.
20
Final Report of the Sandy Hook Advisory Commission, Presented to Governor Dannel
P. Malloy, State of Connecticut (Mar. 6, 2015).
Federal and State
Response to School
Shootings
Page 8 GAO-20-455 K-12 School Shootings
Also following the Sandy Hook shooting, the White House developed a
plan in 2013, called Now is the Time”.
21
Among other things, the plan
included steps to encourage schools to hire more school resource officers
and school counselors, ensure every school has a comprehensive
emergency plan, and improve mental health services in schools. The plan
also directed federal agenciesEducation, Justice, Department of
Homeland Security (DHS), and Department of Health and Human
Services (HHS)to develop a set of model plans for communities on how
to plan for and recover from emergency situations. In 2013, these
agencies collaborated to produce comprehensive guidance on planning
for school emergencies, including shootings.
22
The guidance advises
schools on how to improve their psychological first aid resources,
information-sharing practices, and school climate, among other things. In
our 2016 report on school safety, we reported that, based on our
nationally generalizable survey of school districts, nearly all districts had
emergency operations plans.
23
Most recently, in 2018, the President formed the Federal Commission on
School Safety after the school shooting in Parkland, Florida.
24
The
Commission made several recommendations to the federal government
and state and local communities aimed at mitigating the effects of
violence and responding to and recovering from such acts. For example,
the Commission recommended that all appropriate state and local
agencies should continue to increase awareness of mental health issues
among students and improve and expand ways for students to seek
needed care. The Commission also recommended that the federal
government develop a clearinghouse to assess, identify, and share best
practices related to school security measures, technologies, and
21
The White House, Now is the Time: The Presidents Plan to Protect our Children and
our Communities by Reducing Gun Violence (Washington, D.C.: Jan. 16, 2013).
22
U.S. Department of Education, Office of Elementary and Secondary Education, Office
of Safe and Healthy Students, Guide for Developing High-Quality School Emergency
Operations Plans (Washington, D.C.: 2013).
23
GAO, Emergency Management: Improved Federal Coordination Could Better Assist K-
12 Schools Prepare for Emergencies, GAO-16-144 (Washington, D.C.: Mar. 10, 2016).
24
Final Report of the Federal Commission on School Safety, Presented to the President
of the United States (Dec. 18, 2018).
Page 9 GAO-20-455 K-12 School Shootings
innovations.
25
It also made recommendations to specific federal agencies,
including that the Substance Abuse and Mental Health Services
Administration (SAMHSA) and the Centers for Medicare & Medicaid
Services (CMS) provide information to states on how they can fund
comprehensive school-based mental health care services. The
Commission also recommended that Education identify resources and
best practices to help schools improve school climate and learning
outcomes, and protect the rights of students with disabilities during the
disciplinary process while maintaining overall student safety. Finally, the
Commission also recommended rescinding the federal Rethink School
Disciplineguidance, citing the Commissions concerns with the legal
framework upon which the guidance was based, and its conclusion that
the guidance may have contributed to making schools less safe.
26
There are a range of ways school officials might respond to students
whose behavior in school is deemed unacceptable or inappropriate.
Suspension and expulsion, for example, have been long established as
traditional approaches to discipline used by schools to manage student
behavior. These approaches remove the offending students from the
classroom, and are therefore sometimes known as exclusionary
discipline.Schools that enforce zero tolerancepolicies require that
offending students be removed from the classroom regardless of any
mitigating factors or context, such as a student who was engaged in self-
defense. The philosophy of zero tolerance is that removing students who
engage in disruptive behavior in violation of the student code of conduct
will create a better learning environment by deterring other students from
25
In response to this recommendation, DHS, Education, Justice, and HHS created the
SchoolSafety.gov website to share actionable recommendations to help schools prevent,
protect, mitigate, respond to, and recover from emergency situations. See
https://www.schoolsafety.gov/.
26
On January 8, 2014, Education and Justice jointly issued a Dear Colleague Letter and
related guidance documents (collectively referred to in the Commission report as the
Rethink School Disciplineguidance). The purpose of the Dear Colleague Letter was to
assist public K-12 schools in administering student discipline without discriminating on the
basis of race, color, or national origin. The Dear Colleague Letter stated that in their
enforcement of federal civil rights laws, the Departments would examine whether school
discipline policies resulted in an adverse impact on students of a particular race. It also
included recommendations for school districts, administrators, teachers, and staff that,
among other things, emphasized the use of positive interventions over student removal.
Education and Justice withdrew the Rethink School Discipline guidance on December 21,
2018.
Approaches to Addressing
Student Behavior in
School
Page 10 GAO-20-455 K-12 School Shootings
engaging in unacceptable or inappropriate behavior.
27
We have
previously reported that exclusionary discipline disproportionately affects
boys, black students, and students with disabilities.
28
A growing body of research has highlighted concerns associated with the
use of exclusionary discipline and, in particular, zero tolerance policies.
For example, as we have previously reported, research has shown that
students who are suspended from school lose important instructional
time, are less likely to graduate on time, and are more likely to repeat a
grade, drop out of school, and become involved in the juvenile justice
system.
29
Some experts, parents, and school staff have called on schools
to consider nonexclusionary approaches to addressing problematic
behavior. Some of these nonexclusionary approaches, such as social
emotional learning, are designed to change studentsmindsets and
behaviors before problem behaviors arise. Other approaches address the
concerning behavior but seek to avoid using exclusionary discipline. For
example, with a threat assessment approach, a multidisciplinary team
assesses the threat of violence and develops a plan to manage such risk.
With restorative practices, schools engage the student in relationship
building and rectifying the consequences of the problematic behavior.
Figure 1 describes several nonexclusionary approaches for addressing
student behavior. According to researchers, nonexclusionary approaches
do not eliminate the need for suspensions and expulsions, but may help
reduce reliance on them. These approaches may use systemic school-
wide practices, curriculum-based classroom lessons, and individual, as-
needed interventions and supports; further, they may be used in
combination with each other or with exclusionary approaches.
27
American Psychological Association Zero Tolerance Task Force, Are Zero Tolerance
Policies Effective in the Schools? An Evidentiary Review and Recommendations (2008).
28
GAO, K-12 Education: Discipline Disparities for Black Students, Boys, and Students
with Disabilities, GAO-18-258 (Washington, D.C: Mar. 22, 2018).
29
GAO-18-258.
Page 11 GAO-20-455 K-12 School Shootings
Figure 1: Nonexclusionary Approaches to Address to Student Behavior
A number of resources provide information on how to implement such
approaches, as well as for information on outcomes associated with the
use of such approaches. For example, Educations What Works
Clearinghouse of evidence-based practices identifies programs for
managing student behavior. The privately and publicly funded
Collaborative for Academic, Social, and Emotional Learning (CASEL)
provides information on social and emotional learning implementation,
and research on outcomes.
30
Education also funds a technical assistance
center to provide support to states, school districts, and schools to build
their frameworks of positive behavior supports.
31
In addition, Education
funds the National Center on Safe Supportive Learning Environments,
30
The Collaborative for Academic, Social, and Emotional Learning. See: https://casel.org/
31
Funded by Educations Office of Special Education Programs and Office of Elementary
and Secondary Education. The Technical Assistance Center on Positive Behavioral
Interventions and Supports can be found at: www.pbis.org.
Page 12 GAO-20-455 K-12 School Shootings
which provides information on improving student supports and academic
enrichment, including resources on restorative and trauma-sensitive
practices.
32
Shootings in K-12 schools most commonly resulted from disputes or
grievances, such as between students or staff or between gangs,
according to our analysis of 10 years of data from the Naval Postgraduate
Schools K-12 School Shooting Database. The shooters were students or
former students in about half of the school shootings. More of the
shootings took place outside than inside the school building, though
shootings inside were more deadly. The frequency and type of shooting
varied across a range of characteristics, such as school grade level,
school demographic composition, poverty level, and location.
32
See The National Center on Safe Supportive Learning Environments:
https://safesupportivelearning.ed.gov/
Characteristics of
Shooting Incidents
and Schools Varied
Page 13 GAO-20-455 K-12 School Shootings
Various kinds of shootings occurred in K-12 schools, according to our
analysis of 318 incidents over the past 10 school years from the Naval
Postgraduate Schools K-12 School Shooting Database.
33
Shootings
arising from disputes or grievances, such as conflicts between students,
school staff, or gangs, were the most common kinds of shootings, making
up almost a third of school shootings (see fig. 2). Accidents, such as
unintentional discharges from guns, were the next most common kind of
shooting (16 percent). School-targeted shootings, such as the 2018
school shootings in Parkland, Florida and Santa Fe, Texas, made up
about 14 percent of school shootings. Suicides were the next most
common kind (11 percent).
34
33
Our analysis includes incidents in which a gun is fired on school grounds (regardless of
intent), on a school bus, or during a school event (such as a sporting practice or event,
school dance, school play); and during, immediately before, or immediately after school
hours or a school event. See appendix I for more details on our scope and methodology.
For our analysis, we also included four incidents in which a gun was brandished due to the
severity of the incidents. For example, when the shooter initially made threatening
gestures with a firearm, but was stopped prior to a shot being fired; for example, if the
shooter was tackled. Of the 318 incidents in our dataset, four are instances of a gun being
brandished and 314 of a gun being fired.
34
For 9 percent of the incidents in our dataset, information about the shooter or the
motive of the shooting was unknown.
Differences Exist in
Characteristics of School
Shootings, Shooters, and
School Location
Disputes, Such as Fights,
Were the Most Common Kind
of School Shooting
At-a-Glance: kinds of school shootings
Dispute/grievance – conflict or fight,
including gang-related violence on school
grounds
Accidental – accidental discharge of a gun
School-targeted – targeted generally toward
students or staff on school premises, but
generally indiscriminate in terms of specific
victims
Suicide/attempted suicide – suicide or
attempted suicide
Domestic – family members or romantic
partners are targeted
Unknown target/Intent – target or shooter’s
motivation is unknown
Targeted victim – specific victim is targeted,
but the relationship between shooter and
victim is unknown
Related to illegal activity – involves drug
sales, robbery, or other illegal activities (not
including gang-related violence)
Other – does not fit into any of the above
categories
See appendix I for full definitions.
Source: GAO analysis of incidents in the Naval Postgraduate
School’s K-12 School Shooting Database. | GAO-20-455
Page 14 GAO-20-455 K-12 School Shootings
Figure 2: School Shootings by Kind of Shooting, School Years 2009-10 through
2018-19
a
Dispute/grievance-related: Shooting occurred in relation to a dispute or grievance between the victim
and the shooter (that was not domestic in nature), for example: as an escalation of an argument, in
retaliation for perceived bullying, in relation to gang-violence, or anger over a grade/disciplinary action
(including disputes between staff).
b
Other: Disparate incidents that did not clearly fit in one category, such as a shooting by a school
resource officer in response to a threat.
c
Related to illegal activity: Shooting related to an illegal offense, such as drug sales or possession,
robbery, or intentional property damage (not including gang-related violence).
d
School-targeted: Shootings that were targeted generally toward school staff or students on school
premises, but that were generally indiscriminate in terms of specific victims. These include incidents
of a hostage standoff, indiscriminate shootings targeting the school staff and personnel, and active
shooter incidents as categorized by the FBI. Such shootings may also include incidents where a
specific victim was targeted because of his or her relationship to the school (e.g. student, principal,
staff, SRO, etc.).
Page 15 GAO-20-455 K-12 School Shootings
While shootings related to disputes/grievances occurred most often,
school-targeted shootings resulted in far more individuals killed or
wounded per incident than any other type of shooting (see table 2).
Specifically, of the nearly 500 people killed or wounded in school
shootings over the past 10 years, over half of those killed and more than
one-third of those wounded were victims in school-targeted shootings.
Additionally, school-targeted shootings resulted in almost three times as
many individuals killed or wounded per incident than the average number
of individuals killed or wounded per incident overall.
Table 2: School Shootings and Fatalities/Casualties by Kind of Shooting, School Years 2009-10 through 2018-19
Total
incidents
Total killed
(includes
shooter)
Average
killed per
incident
Total
wounded
Average
wounded per
incident
Total
wounded
or killed
Average
wounded or
killed per
incident
All
318
166
0.52
330
1.04
496
1.56
School-targeted
46
89
1.93
122
2.65
211
4.59
Suicide/attempted
suicide
34
29
0.85
5
0.15
34
1.00
Domestic
22
16
0.73
13
0.59
29
1.32
Other
10
5
0.50
7
0.70
12
1.20
Related to illegal
activity
12
4
0.33
8
0.67
12
1.00
Targeted victim
15
4
0.27
16
1.07
20
1.33
Dispute/grievance-
related
99
17
0.17
101
1.02
118
1.19
Unknown target/intent
29
1
0.03
15
0.52
16
0.55
Accidental
51
1
0.02
43
0.84
44
0.86
Source: GAO analysis of the Naval Postgraduate Schools K-12 School Shooting Database for school years 2009-10 through 2018-19. | GAO-20-455
The shooters relationship to the school was unknown in almost 20
percent of all school shootings that have occurred over the past 10 years
(such as when an unidentified shooter walked onto school grounds and
Three examples of dispute/grievance-related
shootings:
A gang member waited outside the gates of a
high school homecoming football game and
opened fire when he saw rival gang members
leaving the field.
A teacher shot at the principal and assistant
principal when they told him that his contract
would not be renewed for the following year.
Two students were fighting in the hallway
when one pulled out a gun and shot the other.
Source: GAO analysis of incidents in the Naval Postgraduate
School’s K-12 School Shooting Database. | GAO-20-455
Students Committed Half of
School Shootings, While Those
Unknown, No Relationship to
the School, And Others
Committed the Other Half
Page 16 GAO-20-455 K-12 School Shootings
fired at a victim).
35
The shooters were students or former students in
about half of the school shootings during the same time period. The other
roughly 30 percent of shootings were committed by parents and relatives
(such as when a husband shot his wife as she was picking up her
children from school), teachers and staff, and people who had no
relationship with the school (such as a shooting during a basketball game
involving rival gang members who had no relationship with the school)
(see fig. 3).
Figure 3: School Shootings by Shooters Relationship to School, School Years
2009-10 through 2018-19
Note: Percentages do not add to 100, due to rounding.
a
“Unknown,” as recorded in the K-12 School Shooting Database, includes incidents in which the
shooter’s relationship to the school was not identifiable in the original source material used by the K-
35
Unknown,as recorded in the K-12 School Shooting Database, includes incidents in
which the shooters relationship to the school was not identifiable in the original source
material used by the K-12 School Shooting Database researchers. This may include
incidents in which the shooters name was identified but the shooters relationship to the
school could not be determined.
Page 17 GAO-20-455 K-12 School Shootings
12 School Shooting Database researchers. This may include incidents in which the shooter’s name
was identified but the shooter’s relationship to the school could not be determined.
b
We combined four categories from the K-12 School Shooting Database into an “Other” category:
intimate relationship with victim, multiple shooters, students from a rival school, and non-students
using athletic facilities/attending game.
Characteristics of shooters differed by the kind of shooting. For example,
students or former students were the shooters in the majority of school-
targeted shootings (over 80 percent). In contrast, parents or relatives of
someone in the school were the shooters in almost a third of the
shootings that involved some sort of domestic dispute (table 3).
Table 3: Shooter Relationship to School by Kind of Shooting, School Years 2009-10 through 2018-19
All
Student/
former
student
Unknown
a
No relation
Parent/
relative
Police officer/
school resource
officer
Teacher/
staff
Other
b
All
318
156
59
38
17
14
14
20
Accidental
51
33
1
2
5
5
5
0
Dispute/grievance-
related
99
37
22
19
4
0
4
13
Domestic
22
5
0
4
7
0
0
6
Related to illegal activity
12
1
5
2
0
3
1
0
School-targeted
46
37
2
5
0
0
1
1
Suicide/attempted
suicide
34
30
1
0
0
1
2
0
Targeted victim
15
4
9
2
0
0
0
0
Unknown target/intent
29
7
18
2
1
0
1
0
Other
10
2
1
2
0
5
0
0
Source: GAO analysis of the Naval Postgraduate Schools K-12 School Shooting Database for school years 2009-10 through 2018-19. | GAO-20-455
a
“Unknown,” as recorded in the K-12 School Shooting Database, includes incidents in which the
shooter’s relationship to the school was not identifiable in the original source material used by the K-
12 School Shooting Database researchers. This may include incidents in which the shooter’s name
was identified but the shooter’s relationship to the school could not be determined.
b
We combined four categories from the K-12 School Shooting Database into an “Other” category:
intimate relationship with victim, multiple shooters, students from a rival school, and non-students
using athletic facilities/attending game.
About 60 percent of school shootings occurred outside of the school
building, like in a parking lot or on a school bus; in some cases, bullets hit
school property when the shooter was not on school property (such as
when a stray bullet from a neighborhood shooting broke a window in a
school building). The remaining roughly 40 percent occurred inside the
school building, such as in a classroom, hallway, or bathroom (see fig. 4).
Over Half of School Shootings
Occurred Outside the School
Building, but Shootings Inside
the Building Were More Deadly
Page 18 GAO-20-455 K-12 School Shootings
Figure 4: School Shootings by Shooting Location and Kind of Shooting, School Years 2009-10 through 2018-19
Notes: There is one incident where the location of the shooting was unknown. This incident was
excluded from our analysis of location. Therefore, the total number of incidents in this analysis totals
317.
We combined three categories from the K-12 School Shooting Database into an “Outside the school
building” category: outside on school property, off school property, and on school bus.
When shootings occurred outside the school building, about 70 percent of
the shooters were people other than students or former students, like
parents of students, people who had no relation to the school, or people
whose relationship to the school was unknown (see table 4). Further,
certain kinds of shootings occurred more often outside the school
building, such as those related to disputes/grievances, domestic disputes,
illegal activities, and those in which the target or intent was unknown. In
addition, of the shootings that occurred during school sporting events, like
Page 19 GAO-20-455 K-12 School Shootings
basketball games or football games, nearly all93 percentoccurred
outside the school building.
36
Table 4: Number of Shootings Inside and Outside the School Building by Shooters Relationship to School, School Years
2009-10 through 2018-19
Location
All
Student/
former
student
Unknown
a
No relation
Parent/
relative
Police
officer/
school
resource
officer
Teacher/
staff
Other
b
All
318
156
59
38
17
14
14
20
Inside the school building
125
98
1
4
2
8
11
1
Outside the school building
c
192
58
58
34
15
5
3
19
Unknown
1
0
0
0
0
1
0
0
Source: GAO analysis of the Naval Postgraduate Schools K-12 School Shooting Database for school years 2009-10 through 2018-19. | GAO-20-455
a
“Unknown,” as recorded in the K-12 School Shooting Database, includes incidents in which the
shooter’s relationship to the school was not identifiable in the original source material used by the K-
12 School Shooting Database researchers. This may include incidents in which the shooter’s name
was identified but the shooter’s relationship to the school could not be determined.
b
We combined four categories from the K-12 School Shooting Database into an “Other” category:
intimate relationship with victim, multiple shooters, students from a rival school, and non-students
using athletic facilities/attending game.
c
We combined three categories from the K-12 School Shooting Database into an “Outside the school
building” category: outside on school property, off school property, and on school bus.
In contrast, when shootings occurred inside the school building, the
majority of the shootersover three-quarterswere students or former
students (see table 4). Accidental and school-targeted shootings occurred
more often inside the school building than outside the school building,
and together these two kinds of shootings made up the majority of
shootings that occurred inside school buildings (see fig. 4). Shootings that
occurred inside the school building were on average three times deadlier
per incident than shootings that occurred outside the school building (see
app.II).
36
Thirteen percent of all school shootings occurred in relation to a sporting event.
Two examples of accidental shootings:
When an elementary school student sat down
for lunch in the cafeteria, a handgun fell out of
the student’s pocket and discharged, injuring
three other students.
A gun discharged in a teacher’s pocket inside
a classroom, injuring one student.
Source: GAO analysis of incidents in the Naval Postgraduate
School’s K-12 School Shooting Database. | GAO-20-455
Page 20 GAO-20-455 K-12 School Shootings
Our analysis also showed that school shootings occurred across schools
with a range of different characteristics, but certain kinds of shootings
were more prevalent at certain types of schools.
37
High schools had the
most school shootings (about two-thirds of all shootings) over the past 10
years. In high schools, shootings related to disputes/grievances, school-
targeted shootings, and suicides were the most prevalent. In middle
schools, accidental shootings and shootings related to
disputes/grievances were the most prevalent. In elementary schools,
accidental shootings were the most prevalent (see fig. 5).
Figure 5: School Shootings by School Level and Kind of Shooting, School Years
2009-10 through 2018-19
37
We matched 297 of the 318 incidents to corresponding data on school characteristics
from the U.S. Department of Educations Common Core of Data. The remaining 21
schools could not be matched due to either missing information or because they were
private schools, which are not included in the CCD.
Certain Kinds of Shootings
Were More Prevalent at
Certain Types of Schools
High Schools Had More School
Shootings
Overall, and
Elementary Schools Had More
Accidental Shootings
Page 21 GAO-20-455 K-12 School Shootings
Notes: Percentages may not add to 100, due to rounding. At the time of this analysis, the Common
Core of Data (CCD) variables were available only through the 2017-2018 school year, and were not
available for the 2018-2019 school year. We matched school shootings from the 2018-2019 school
year to CCD variables for the 2017-2018 school year for this analysis.
Of the 318 school shootings in our analysis, 21 could not be matched to data from the CCD due to
missing information or because they were private schools, which are not included in the CCD. An
additional 5 incidents were missing school level data in the CCD and were therefore excluded from
this analysis. Therefore, the number of incidents in this analysis totals 292.
Further, although shootings occurred at all different times of day and
throughout the school year, nearly 40 percent of shootings occurred in the
morning and most frequently occurred in either January or September.
Also, certain kinds of shootings occurred more often during different times
of the day; for example, school-targeted shootings and suicides occurred
more often in the morning, whereas shootings related to
disputes/grievances occurred more often in the afternoon and evening
(see app. II).
As figure 6 shows, the number of shootings generally increased relative
to school poverty level.
38
,
39
Poorer schoolsthose in which 50 percent or
more of the students were eligible for free or reduced price lunchhad
the most, or nearly two-thirds of all shootings. The wealthiest schools—
those in which 25 percent or fewer of the students were eligible for free or
reduced priced lunchhad the fewest with just over one-tenth of all
shootings. Additionally, certain kinds of shootings increased with poverty,
like shootings related to disputes/grievances and shootings in which the
target or intent was unknown (see fig. 6). In contrast, certain kinds of
shootings were more prevalent in wealthier schools, like school-targeted
shootings and suicides.
38
For our poverty level analyses, we grouped schools into four categories based on the
percent of students enrolled who were eligible for free or reduced-price lunch (FRPL),
according to the CCD data. The categories we used in our analysis are as follows: schools
with 0 to 24.9 percent of students eligible for FRPL (the wealthiest schools), schools with
25 to 49.9 percent of students eligible, schools with 50 to 74.9 percent of students eligible,
and schools with 75 to 100 percent of students eligible (the poorest schools).
39
The number of school shootings generally increased relative to poverty level, defined by
the percentage of students eligible for free or reduced-priced lunch (FRPL), but declined
slightly in the highest poverty category. Specifically, there were 94 shootings at schools
with between 50 percent and less than 75 percent students eligible for FRPL, and 91
shootings at schools with 75 percent or more students eligible for FRPL.
Poorer Schools Had More
School
Shootings Overall, but
Wealthier Schools Had More
School
-Targeted Shootings
and Suicides
Page 22 GAO-20-455 K-12 School Shootings
Figure 6: School Shootings by Free or Reduced Price Lunch Eligibility and Kind of
Shooting, School Years 2009-10 through 2018-19
Notes: Percentages may not add to 100, due to rounding. For our analysis, we grouped schools into
four categories based on the percent of students enrolled who were eligible for free or reduced-price
lunch (FRPL). The categories are as follows: schools with 0 to 24.9 percent of students eligible for
FRPL, schools with 25 to 49.9 percent of students eligible, schools with 50 to 74.9 percent of students
eligible, and schools with 75 to 100 percent of students eligible.
At the time of this analysis, the Common Core of Data (CCD) variables were available only through
the 2017-2018 school year, and were not available for the 2018-2019 school year. We matched
school shootings from the 2018-2019 school year to CCD variables for the 2017-2018 school year for
this analysis.
Of the 318 school shootings in our analysis, 21 could not be matched to data from the CCD due to
missing information or because they were private schools, which are not included in the CCD. An
additional 19 incidents were missing FRPL data in the CCD and were therefore excluded from this
analysis. Therefore, the number of incidents in this analysis totals 278.
Schools with the highest percentages of minority students had more
shootings overall and proportionally more shootings related to
disputes/grievances and shootings in which the target or intent was
unknown. On the other hand, schools with the lowest percentages of
minority students had fewer shootings overall, but proportionally more
school-targeted shootings (see fig. 7). Further, as shown in table 3, for
shootings related to disputes/grievances, which were most prevalent at
Page 23 GAO-20-455 K-12 School Shootings
high minority and poorer schools, the shooter was more often someone
other than a student or the shooter was unknown. In contrast, for school-
targeted shootings and suicides, which were most prevalent at low-
minority and wealthier schools, the shooter was more often a student or
former student.
Figure 7: School Shootings by Minority Enrollment and Kind of Shooting, School
Years 2009-10 through 2018-19
Notes: Percentages may not add to 100, due to rounding. For our analysis, we define minority
enrollment as the enrollment of all students who are not white.
At the time of this analysis, the Common Core of Data (CCD) variables were available only through
the 2017-2018 school year, and were not available for the 2018-2019 school year. We matched
school shootings from the 2018-2019 school year to CCD variables for the 2017-2018 school year for
this analysis.
Of the 318 school shootings in our analysis, 21 could not be matched to data from the CCD due to
missing information or because they were private schools, which are not included in the CCD. An
additional 7 incidents were missing minority enrollment data in the CCD and were therefore excluded
from this analysis. Therefore, the number of incidents in this analysis totals 290.
School shootings occurred all across the country in all but two states
(West Virginia and Wyoming). About half of school shootings in the past
10 years occurred in the South, according to our analysis, with the
School Shootings Occurred
Nationwide, but About Half
Were in the South
Page 24 GAO-20-455 K-12 School Shootings
greatest number of shootings in Florida (24), Texas (24), and Georgia
(23) (see fig. 8). See appendix II for data on shootings over time, which
shows an uptick in shootings in school years 2017-18 and 2018-19, as
compared to earlier in the 10-year period.
Figure 8: Map of K-12 School Shootings in the United States, School Years 2009-10 through 2018-19
School shootings also occurred across locations with varying population
densities, but almost half of all shootings occurred in urban schools (47
Page 25 GAO-20-455 K-12 School Shootings
percent).
40
However, while urban schools had more school shootings
overall, suburban and rural schools had the most school-targeted
shootings the deadliest type of shooting. Specifically, 6 percent of
shootings in urban schools were school-targeted, while 22 percent of
shootings in suburban schools, and 29 percent of shootings in rural
schools were school-targeted (see fig. 9).
Figure 9: School Shootings by Locale and Kind of Shooting, School Years 2009-10
through 2018-19
Notes: Percentages may not add to 100, due to rounding. At the time of this analysis, the Common
Core of Data (CCD) variables were available only through the 2017-2018 school year, and were not
available for the 2018-2019 school year. We matched school shootings from the 2018-2019 school
year to CCD variables for the 2017-2018 school year for this analysis.
Of the 318 school shootings in our analysis, 21 could not be matched to data from the CCD due to
missing information or because they were private schools, which are not included in the CCD. An
additional 5 incidents were missing locale data in the CCD and were therefore excluded from this
analysis. Therefore, the number of incidents in this analysis totals 292.
40
We used information from the U.S. Department of Educations Common Core of Data to
determine a schools locale. Urban schools have a locale designation of city,suburban
schools have a locale designation of suburb,town schools have a locale designation of
town,and rural schools have a locale designation of “rural.”
Page 26 GAO-20-455 K-12 School Shootings
We found no empirical research in the last 10 years (2009-2019) that
directly examines the link between approaches to school discipline
whether exclusionary (like suspensions and expulsions) or
nonexclusionary approachesand school shootings specifically.
41
We
also reviewed 27 studies meeting our selection criteria that examined the
link between discipline approaches and broader concepts of violent
behavior and perceptions of school safety; however, none of these
studies examined shootings specifically in school (see appendix I for
detailed information on our overarching inclusion criteria we used to
select the studies). One of the 27 studies examined shootings in which
students of selected Chicago public schools were the victims, but were
not necessarily on school grounds. The study examined a
nonexclusionary approach to school discipline that used social media
monitoring to identify and intervene with high school students who were
engaging in potentially dangerous behaviors and offered them wrap-
around services such as school-based social emotional support.
42
The
study found that students who initially attended high schools that used the
41
Our literature review was designed to capture studies using empirical research methods
to examine the effects of approaches to school disciplineincluding exclusionary and
nonexclusionaryon school gun violence, school violence, and school safety. See
appendix I for details of our scoping parameters used for our literature review.
42
University of Chicago Crime Lab. Connect & Redirect to Respect: Final Report (January
2019). The study defined student shooting victimization as instances in which Chicago
Public School students were the physical victims of gunfire, both fatal and non-fatal. This
study was funded through an award by the National Institute of Justice, Office of Justice
Programs, U.S. Department of Justice, and was made publically available through the
Office of Justice ProgramsNational Criminal Justice Reference Service. It was not
published by the U.S. Department of Justice.
Empirical Research
Does Not Directly
Examine Link
between Discipline
and School Shootings
No Empirical Research
Directly Examines the Link
between Discipline and
School Shootings
Page 27 GAO-20-455 K-12 School Shootings
approach experienced fewer shooting incidents compared to students
who attended schools that did not use the approach.
43
There are characteristics of school shootings themselves that likely
contribute to the lack of research that specifically examines the link
between approaches to school discipline and school shootings, according
to literature we examined and study authors we interviewed. It is difficult
to isolate the effect of any one variable in a school shooting, such as the
role of school discipline, because multiple and complex factors affect an
individuals propensity toward violence, shootings have many types of
shooters and many possible causes, and researchers have so few
comparable cases to study. More specifically:
Violence has multiple causes: Research suggests there are many
complex factors that influence youth violence, like a prior history of
exposure to violence or abuse, antisocial or aggressive beliefs, peer
conflict or rejection, or parental conflict and violence.
School shooters and school shootings vary considerably: We
found that, in the past 10 years, the shooters were students or former
students in about half of the incidents, and parents, teachers, or
others were the shooters in the other half. Further, the reason for the
shooting or kind of shooting varied from suicides and disputes to
school-targeted shootings and the factors that precipitate these
different kinds of shootings likely vary considerably.
School shootings are rare events: Our analysis identified 318
school shootings that occurred over a 10-year period. In school year
2016-17, there were approximately 98,000 public K-12 schools in the
U.S. Such rarity, coupled with the above factors, makes it difficult to
design a study examining a direct causal relationship between a
discipline approach and its effects on school shootings.
With respect to the 27 studies we reviewed, drawing bottom-line
conclusions about the overall effectiveness of any given approach to
school discipline is difficult because these studies varied in terms of their
research methodologies, outcomes measured, populations studied, and
research objectives. However, these studies can help illustrate some of
the types of approaches currently being used. Among the approaches
43
The results from this study were marginally significant with p-values of 0.13 and 0.14 in
the second and third year respectively. The study used a partially randomized control
design.
Page 28 GAO-20-455 K-12 School Shootings
addressed in the studies we reviewed were social emotional learning,
threat assessment, and exclusionary discipline.
Some of the research on social emotional learningwhich includes
teaching students how to manage emotions and solve problemsfound
that using this approach reduces violent behaviors in students,
particularly elementary school students. For example, a study employing
random assignment of 20 elementary schools in Hawaii, found
significantly fewer reports of violent behavior for students in schools using
a social emotional learning program compared to students in schools that
did not.
44
However, other studiesparticularly those that included middle
school aged youth and studies where measures of aggression included
both physical violence and non-violent behaviorswere less likely to
demonstrate positive effects. For example, a quasi-experimental study
found no significant effects on student-reported aggressive behaviors
among 6th-8th grade middle schools students in two rural counties in
North Carolina.
45
Two studies we reviewed involved threat assessment, in which a
multidisciplinary team assesses a threat of violence and develops a plan
to manage such risk. Both studies found evidence that this approach
resulted in fewer instances of violent behavior among students when
compared to schools using another form of threat assessment or no
threat assessment. One was a quasi-experimental retrospective study
across 280 urban, suburban, and rural high schools that found lower
levels of violent behavior (ranging from theft of personal property to being
physically attacked) among ninth graders in schools using the Virginia
Student Threat Assessment Guidelines compared to students in schools
using no form of threat assessment.
46
The other was a quasi-
experimental retrospective study of over 300 Virginia middle schools that
found lower levels of student violent behavior in the form of verbal or
44
Michael W. Beets, et al., Use of Social and Character Development Program to
Prevent Substance Use, Violent Behaviors, and Sexual Activity Among Elementary-
School Students in Hawaii,American Journal of Public Health, vol. 99, no. 8 (2009).
45
Shenyang Guo, et al., A Longitudinal Evaluation of the Positive Action Program in a
Low-Income, Racially Diverse, Rural County: Effects on Self-Esteem, School Hassles,
Aggression, and Internalizing Symptoms,Journal of Youth and Adolescence, 44 (2015):
pp. 23372358.
46
Dewey Cornell, et al.,A Retrospective Study of School Safety Conditions in High
Schools Using the Virginia Threat Assessment Guidelines Versus Alternative
Approaches,School Psychology Quarterly, vol. 24, no.2 (2009): pp.119-129.
Page 29 GAO-20-455 K-12 School Shootings
physical aggression, and higher feelings of safety among teachers at
middle schools using the Virginia Student Threat Assessment Guidelines
compared to schools with no threat assessment or another model of
threat assessment.
47
We also reviewed studies that examined how exclusionary approaches to
disciplineor changes in policies affecting use of these approaches
may influence school violence and perceptions of safety more broadly.
These studies differed in approach and findings. For example, one
examined whether higher suspension rates and other factors are
associated with studentsperception of safety at school. In this study of
elementary and middle school students in a large Maryland school
district, schools with higher suspension rates were associated with
decreased perceptions of safety as reported by middle school students;
however, suspension rates were not significantly associated with
perceptions of safety for elementary schools students.
48
Another study
used a quasi-experimental method to examine whether a school districts
limitations on out-of-school suspension reduced serious misconduct,
including acts of violence and weapon possession as well as non-violent
acts, among students. It compared these infractions in the Philadelphia
school district after it ended its zero tolerance policy, to nearly all other
school districts in Pennsylvania and found that serious incidents of
student misconduct, including violence, increased after the zero tolerance
policy was rolled back.
49
For more details on the studies we reviewed, see appendix III.
47
Erin K. Nekvasil and Dewey G. Cornell, Student Threat Assessment Associated with
Safety in Middle Schools,Journal of Threat Assessment and Management, vol. 2, no. 2
(2015): pp. 98113.
48
Catherine P. Bradshaw, Anne L. Sawyer, and Lindsey M. OBrennan, A Social
Disorganization Perspective on Bullying-Related Attitudes and Behaviors: The Influence of
School Context,American Journal of Community Psychology, 43 (2009): pp. 204220.
The study examined whether indicators of school disorder, as measured by suspension
rates and other factors, are associated with increased risk of victimization, feeling unsafe,
having retaliatory attitudes, and perpetrating bullying.
49
Johanna Lacoe and Matthew P. Steinberg, Rolling Back Zero Tolerance: The Effect of
Discipline Policy Reform on Suspension Usage and Student Outcomes,Peabody Journal
of Education, vol. 93, issue 2 (2018). The revised discipline code of conduct eliminated
out-of-school suspensions for less severe conduct infractions and gave school
administrators greater discretion in handling more serious disciplinary infractions.
Page 30 GAO-20-455 K-12 School Shootings
We provided a draft of this report to the Departments of Education,
Homeland Security, and Justice for review and comment. Education and
Justice provided technical comments, which we incorporated as
appropriate.
As agreed with your offices, unless you publicly announce the contents of
this report earlier, we plan no further distribution until 30 days from the
report date. At that time, we will send copies of this report to the
appropriate congressional committees, the Secretary of Education, the
Secretary of Homeland Security, and the Attorney General. In addition,
the report will be available at no charge on the GAO website at
http://www.gao.gov.
If you or your staff have any questions about this report, please contact
me at (617) 788-0580 or [email protected]. Contact points for our Offices
of Congressional Relations and Public Affairs may be found on the last
page of this report. GAO staff who made key contributions to this report
are listed in appendix IV.
Sincerely yours,
Jacqueline M. Nowicki, Director
Education, Workforce, and Income Security Issues
Agency Comments
Appendix I: Objectives, Scope, and
Methodology
Page 31 GAO-20-455 K-12 School Shootings
This report examines (1) the characteristics of K-12 school shooting
incidents and the characteristics of affected schools, and (2) what is
known about whether different approaches to discipline in school play a
role in school shootings.
To conduct this work, we developed a unique dataset of school shootings
by analyzing data on K-12 school shootings over a 10-year period, from
school year 2009-10 through 2018-19, and data on school characteristics.
We also conducted a literature review to identify empirical research
generally published in peer reviewed journals or by government agencies
from 2009 to 2019 examining the role of discipline approaches (both
exclusionary approaches, like suspensions and expulsions, and
nonexclusionary approaches that attempt to prevent or intervene to
address behavior) in school shootings. To inform all aspects of our work,
we interviewed academic researchers and federal agency officials from
the Departments of Education, Homeland Security, and Justice;
conducted literature searches to identify existing literature on
characteristics of school shootings; and reviewed relevant federal agency
documentation. The following sections contain detailed information about
the scope and methodology for this report.
To develop our dataset of school shootings, we developed a definition of
school shootings (as described below) and applied that criteria to a list of
school shootings identified in the Naval Postgraduate Schools K-12
School Shooting Database.
1
The K-12 School Shooting Database is an
open-source dataset that is carried out as a research product of the
Center for Homeland Defense and Security at the Naval Postgraduate
School.
2
,
3
The K-12 School Shooting Database was compiled from other
databases and media sources about school shooting incidents from 1970
1
We downloaded the K-12 School Shooting Database dataset on August 12, 2019.
2
The Center for Homeland Defense and Securitys programs are developed in
partnership with and sponsored by the National Preparedness Directorate at the Federal
Emergency Management Agency.
3
In selecting the K-12 School Shooting Database for our analysis, we identified and
considered other data sources. For example, we explored drawing on a variable detailing
firearm use collected by the U.S. Department of Educations (Education) Civil Rights Data
Collection (CRDC) for our analysis of K-12 school shooting data; however, after
performing an assessment of the datas reliability, we determined it was unreliable for our
purposes.
Appendix I: Objectives, Scope, and
Methodology
Overview
Analysis of School
Shooting Incidents
Appendix I: Objectives, Scope, and
Methodology
Page 32 GAO-20-455 K-12 School Shootings
to the present, and it is updated regularly.
4
According to its website, the
K-12 School Shooting Database includes each and every instance a gun
is brandished, is fired, or a bullet hits school property for any reason,
regardless of the number of victims, time of day, or day of week. The K-
12 School Shooting Database includes detailed information about each
school shooting incident, including the name and location of the school, a
summary of the incident, and a score that indicates the reliability of the
information, among other things.
To analyze school shooting incidents that occurred recently, we limited
our analysis to the past 10 school years, from school year 2009-10
through school year 2018-19. To ensure that our analysis focused on
school shootings in which students and staff were typically present, we
defined a school year as running from July through June to ensure we
captured shooting incidents throughout the whole year, as long as the
incidents fit our criteria. Therefore, we excluded all incidents that occurred
before July 2009 and after June 2019 from our dataset.
Because there is no uniform definition of a school shooting, we developed
a definition of school shootings for the purposes of our analysis by
reviewing research on the topic of school shootings. We also included an
element of the time of the shooting in relation to the school day or event,
which allowed us to focus on school shootings in which students and staff
were typically present. To ensure we focused on instances where
students or staff were at risk, we developed the following definition of a
school shooting:
Any time a gun is fired:
5
4
The K-12 School Shooting Database is an open-source database of information from
various sources including peer-reviewed studies, government reports, and media sources.
For purposes of our analyses, we relied on information about each shooting as it was
recorded in the K-12 School Shooting Database, and did not independently review the
sources used by the researchers. For a description of the steps we took to assess the
reliability of the data, see the section on Data Reliability below.
5
For our analysis, we included four incidents in which a gun was brandished due to the
severity of the incidents. For example, when the shooter initially made threatening
gestures with a firearm, but was stopped prior to a shot being fired; for example, if the
shooter was tackled.
Appendix I: Objectives, Scope, and
Methodology
Page 33 GAO-20-455 K-12 School Shootings
on school grounds, on a school bus, or during a school event
(such as sporting practice or event, school dance, school play);
6
and
during school hours or a school event or immediately before or
after school hours or school event.
7
Any time a gun is firedincludes all incidents that meet the criteria
above, including accidents and suicides, regardless of intent.
8
To determine if an incident met our criteria for inclusion in our review, two
analysts independently reviewed each incident identified in the K-12
School Shooting Database. When the analysts disagreed about including
an incident in our review, a third analyst reviewed the incident to
determine if it should be included in our dataset. As a result of this
selection process, we identified 320 incidents that met our definition of a
school shooting. We dropped two incidents from this list because they
had a reliability score of one.
9
Our final dataset of school shootings
contained 318 incidents.
The K-12 School Shooting Database contains 19 categories of shootings;
however, after reviewing the types of incidents in these categories, we
developed our own categories to better reflect the type or nature of the
school shooting. The categories of school shootings we developed for our
review are described in table 5. To determine the category for each
incident, two analysts independently reviewed each incident in the
dataset and assigned the incident to only one category based on the
6
This includes instances in which the gun was fired onto school grounds or within or at a
school bus, even if the shooter was outside of school grounds or outside of the school bus
when they fired.
7
This includes all times when school staff and teachers, including support and custodial
staff, were on school grounds in their official capacity with the school (e.g., on duty, at
school meeting).
8
In developing this definition, we reviewed and compared definitions used in existing
datasets, such as the National Center for Education Statistics School Survey on Crime
and Safety and Educations Civil Rights Data Collection. Our definition includes shooting
incidents regardless of intent.
9
A reliability score of one indicated that the information came from a privately operated
blog which we determined was unreliable for our purposes. A reliability score of two
indicated that the information came from a single newspaper or online news report, a
score of three indicated multiple news sources, a score of four indicated hundreds of news
sources or a statement from a law enforcement official, and a score of five indicated court
records or police report sources.
Analysis by Kind of Shooting
Appendix I: Objectives, Scope, and
Methodology
Page 34 GAO-20-455 K-12 School Shootings
analystsbest judgement. When the analysts disagreed about incidents
category assignments, eight additional analysts independently reviewed
the incidents to identify the most applicable category. When the analysts
did not reach a majority decision, we categorized the incident as Other.
By having multiple analysts review each incident, we attempted to
eliminate any bias due to the subjective nature of this task. Additionally,
we used the FBI Active Shooter reports to identify all shootings
considered active shooter incidents by the FBI and we categorized these
active shooter incidents as school-targeted to reflect the nature of the
shooting.
10
For all additional variables in the K-12 School Shooting
Database, like the month of the shooting, location of the shooting, or the
shooters relationship to the school, we relied on the determinations of the
researchers and did not independently verify their data. However, we took
multiple steps to assess the reliability of the K-12 School Shooting
Databasesuch as by comparing it to other databases with similar data
on school shootingsas we describe in more detail in the Data Reliability
section below.
Table 5: GAO Categories of School Shootings
Category
Description
Accidental
Shooter did not intend to fire the weapon (e.g., showing off gun and it went off; gun in backpack went off).
Dispute/grievance-
related
Shooting occurred in relation to a dispute or grievance between the victim and the shooter (that was not
domestic in nature), for example: as an escalation of an argument, in retaliation for perceived bullying, in
relation to gang-violence, or anger over a grade/disciplinary action (including disputes between staff).
Domestic
Shooter had a current or former familial or romantic relationship (real or imagined) with the intended target;
or intended target was in a romantic relationship with a former partner of the shooter (includes incidents of
stalking).
Related to illegal activity
Shooting related to an illegal offense, such as drug sales or possession, robbery, or intentional property
damage (not including gang-related violence).
School-targeted
Shootings that were targeted generally toward school staff or students on school premises, but that were
generally indiscriminate in terms of specific victims. These include incidents of a hostage standoff,
indiscriminate shootings targeting the school staff and personnel, and active shooter incidents as
categorized by the FBI. Such shootings may also include incidents where a specific victim was targeted
because of his or her relationship to the school (e.g. student, principal, staff, school resource office (SRO),
etc.).
Suicide/ attempted
suicide
Shooter committed or attempted suicide; shooters only intended target was himself or herself (this does not
include incidents of homicide/suicide in which the shooter kills himself or herself after shooting or attempting
to shoot others).
10
The FBI defines an active shooter as one or more individuals actively engaged in killing
or attempting to kill people in a populated area. The FBI compiles active shooter incidents
to assist law enforcement in preventing and responding to these incidents.
Appendix I: Objectives, Scope, and
Methodology
Page 35 GAO-20-455 K-12 School Shootings
Category
Description
Targeted victim
Shooter likely specifically targeted the victim but no other information is available on the relationship
between the shooter a
nd the victim; incident does not fit into another category of shooting and likely was not
random.
Unknown target/ intent
Unable to determine if school, including school staff and students, was the intended target. Includes
incidents in which target is unclear and shooter is unknown, and the shots fired appear to be stray or
random.
Other
Shooting does not fit clearly into any of the other identified categories based on the available information.
Source: GAO analysis of incidents in the Naval Postgraduate Schools K-12 School Shooting Database. | GAO-20-455
For all 318 shootings in our dataset, we analyzed the number of
shootings that fell within each category, the location of the shooting on
school grounds (i.e., inside or outside of school buildings), and the time of
day of the shooting, among others.
We used the date of each shooting to determine the school year in which
it occurred. We defined a school year as running from July through June
of the next year. Therefore, a shooting that occurred in June 2010
happened in the 2009-10 school year, and a shooting that occurred in
July 2010 happened in the 2010-11 school year.
We analyzed the shootings by region. We defined each region by
aggregating state level data as defined in table 6.
Analysis by School Year
Analysis by Region
Appendix I: Objectives, Scope, and
Methodology
Page 36 GAO-20-455 K-12 School Shootings
Table 6: Regions in the U.S. by State
Northeast
Midwest
South
West
Connecticut
Maine
Massachusetts
New Hampshire
New Jersey
New York
Pennsylvania
Rhode Island
Vermont
Illinois
Indiana
Iowa
Kansas
Michigan
Minnesota
Missouri
Nebraska
North Dakota
Ohio
South Dakota
Wisconsin
Alabama
Arkansas
Delaware
District of Columbia
Florida
Georgia
Kentucky
Louisiana
Maryland
Mississippi
North Carolina
Oklahoma
South Carolina
Tennessee
Texas
Virginia
West Virginia
Alaska
Arizona
California
Colorado
Hawaii
Idaho
Montana
Nevada
New Mexico
Oregon
Utah
Washington
Wyoming
Source: Regions of the United States as defined by the U.S. Census Bureau. | GAO-20-455
Using the original variable, time period,from the K-12 School Shooting
Database, we consolidated the categories of time, to facilitate our
analysis as shown in table 7.
Table 7: GAO Consolidation of Time Period from the K-12 School Shooting
Database
Time Period (GAO Category)
Time Period (K-12 School Shooting Database)
Morning
Before school
As school is opening
Morning classes
Lunch
Lunch
Afternoon
Afternoon classes
Dismissal
Evening
After school
Evening
Night
Not a school day
Not a school day
Unknown
Unknown
Source: GAO analysis of variables from the Naval Postgraduate Schools K-12 School Shooting Database. | GAO-20-455
Analysis by Time Period
Appendix I: Objectives, Scope, and
Methodology
Page 37 GAO-20-455 K-12 School Shootings
Using the original variable, shooter affiliation,from the K-12 School
Shooting Database, we consolidated the categories of a shooters
relationship to the school to facilitate our analysis. Table 8 shows how we
combined the categories. The K-12 School Shooting Database also
contained information on shooter ethnicity; however, we found those data
unreliable for our use.
Table 8: GAO Consolidation of Shooter Relationship to School from the K-12
School Shooting Database
Shooter Relationship To School
(GAO Category)
Shooter Affiliation (K-12 School Shooting
Database)
Student/former student
Student
Former student
Parent/relative
Parent
Relative
Teacher/staff
Teacher
Former teacher
Other staff
Police officer/SRO
Police officer/SRO
No relation
No relation
Unknown
Unknown
Other
Intimate relationship with victim
Multiple shooters
Students from rival school
Non-student using athletic facilities/attending
game
Source: GAO analysis of variables from the Naval Postgraduate Schools K-12 School Shooting Database. | GAO-20-455
Using the original variable, location,from the K-12 School Shooting
Database, we consolidated the categories of a shootings location to
facilitate our analysis. Table 9 shows how we combined the categories.
Table 9: GAO Consolidation of Location from the K-12 School Shooting Database
Location (GAO Category)
Location (K-12- School Shooting Database)
Outside the school building
Outside on school property
Off school property
School bus
Inside the school building
Inside school building
Unknown
Unknown
Source: GAO analysis of variables from the Naval Postgraduate Schools K-12 School Shooting Database. | GAO-20-455
Analysis by Shooter
Relationship to School
Analysis by Location
Appendix I: Objectives, Scope, and
Methodology
Page 38 GAO-20-455 K-12 School Shootings
To analyze characteristics of the schools affected by shootings, we
matched the K-12 School Shooting Database with the U.S. Department of
Educations Common Core of Data (CCD) for information on grade level
and locale (urban, suburban, and rural), among other characteristics. The
CCD is administered by Educations National Center for Education
Statistics, and annually collects data about all public schools in the nation.
We matched 297 of the 318 school shootings in our dataset to their
associated school and analyzed the school characteristics for the year in
which the shooting occurred.
11
The remaining 21 school shootings could
not be matched to a school or to school characteristics due to missing
information about a school in the CCD or because the school was a
private school, and was therefore not included in the CCD. Once we
matched 297 shootings to the associated schools, we analyzed the
schools by their characteristics as assigned in the CCD and also
disaggregated this information by other variables from the K-12 School
Shooting Database, such as the category of the shooting. Upon
conducting this analysis, we found that in addition to the 21 schools with
missing information, there were additional schools with missing variable-
level data. As a result, the total number of schools we analyzed varied by
each CCD variable. We specifically note the total number of schools
analyzed for each CCD variable in the figure notes in the body of the
report.
To determine a schools locale, we used the NCES locale type from the
CCD. The locale variable in the CCD is primarily based on a schools
location relative to populous areas. The locale variable is divided into four
main types: City, Suburb, Town, and Rural (see table 10).
Table 10: Locale Variables Used from the Common Core of Data (CCD)
GAO category
NCES Locale Type
City
City, Large
City, Mid-size
City, Small
Suburban
Suburb, Large
Suburb, Mid-size
Suburb, Small
11
At the time of this analysis, the CCD variables were only available through the 2017-
2018 school year, and were not available for the 2018-2019 school year. We matched
school shootings from the 2018-2019 school year to CCD variables for the 2017-2018
school year in this dataset.
Analysis by Common Core
of Data Variables
Analysis by School Locale
Appendix I: Objectives, Scope, and
Methodology
Page 39 GAO-20-455 K-12 School Shootings
GAO category
NCES Locale Type
Town
Town, Fringe
Town, Distant
Town, Remote
Rural
Rural, Fringe
Rural, Distant
Source: GAO analysis of variables from the U.S. Department of Educations Common Core of Data. | GAO-20-455
For our analysis of school shootings by poverty level, we analyzed data
on free or reduced-price lunch (FRPL) eligibility from the CCD. A student
is generally eligible for free or reduced-price lunch based on federal
income eligibility guidelines that are tied to the federal poverty level and
size of the family.
12
State educational agencies supply these data for their
schools and school districts. We then sorted schools into poverty quartiles
based on the percentage of students eligible for free or reduced-price
lunch as follows: schools with 0 to 24.9 percent of students that are FRPL
eligible, schools with 25 to 49.9 percent of students that are FRPL
eligible, schools with 50 to 74.9 percent of students that are FRPL
eligible, and schools with 75 to 100 percent of students that are FRPL
eligible.
To determine the minority enrollment of the school, we analyzed data on
ethnicity enrollment from the CCD. We defined minority students as those
who were Black, Hispanic, Asian, Native Hawaiian or other Pacific
Islander, American Indian or Alaska Native, or two or more races. We
then sorted schools into minority enrollment quartiles by the percentage
of their enrollment that is comprised of minority students. When analyzing
minority enrollment, we defined the quartiles as follows: 0 to 24.9 percent,
25 to 49.9 percent, 50 to 74.9 percent, and 75 to 100 percent.
12
Educations National Center for Education Statistics uses eligibility for free or reduced-
price lunch as a measure of poverty. The National School Lunch Program, administered at
the federal level by the U.S. Department of Agriculture, provides reduced-cost or free
lunches to eligible children in schools. Students are eligible for free lunches if their
household income is at or below 130 percent of the federal poverty guidelines or if they
meet certain other eligibility criteria, such as eligibility for the Supplemental Nutrition
Assistance Program. Students are eligible for reduced-price lunch if their household
income is between 130 percent and 185 percent of the federal poverty guidelines.
Analysis by Poverty Level
Analysis by Minority Enrollment
Appendix I: Objectives, Scope, and
Methodology
Page 40 GAO-20-455 K-12 School Shootings
To assess the reliability of the data, (1) we interviewed the researchers
who developed and maintained the K-12 School Shooting Database, (2)
reviewed technical documentation, and (3) compared the data in the K-12
School Shooting Database to other databases with similar data on school
shootings. In addition, after reviewing the K-12 School Shooting
Databases reliability score ratings, we determined that incidents
assigned a reliability score of one were unreliable for our purposes
because the data for these incidents primarily came from blog posts and
may not have included source citations. Therefore, incidents with a
reliability score of one were dropped from our dataset. After taking these
steps, we determined the data were reliable for our purposes. Our final
dataset included 318 incidents.
We determined that the data we used from the CCD were sufficiently
reliable for our purposes by reviewing technical documentation and
interviewing officials from Educations Institute of Education Sciences.
To identify what is known about whether different approaches to discipline
in school play a role in school shootings, we conducted a literature review
to identify recent empirical research generally published in peer reviewed
journals or by government agencies over a 10 year period. Specifically,
we searched for relevant studies published from January 2009 through
June 2019. We employed research databases such as ProQuest,
DIALOG, EBSCO, and Scopus which cover a range of disciplines
including education, psychology, sociology, criminology, and health. We
searched the titles, abstracts, and subjects or keywords for concepts
related to school discipline approaches (both exclusionary approaches,
like suspensions and expulsions, and nonexclusionary disciplinary
approaches that attempt to prevent or intervene to address behavior)
occurring in conjunction with terms related to gun violence or school
safety. Discipline terms we searched for included variants of expulsion,
suspension, exclusionary, zero tolerance, positive behavioral intervention,
social emotional learning, trauma informed, restorative justice, threat
assessment, and discipline reform. Articles addressing gun violence as it
possibly relates to discipline were identified using variants of gun,
handgun, rifle, automatic weapon, semi-automatic, pistol, firearm, or
shooting. To identify how discipline might relate to school safety more
generally, we added to our search terms variants of safety, violence,
homicide, suicide, physical security, threat assessment, as well as factor,
characteristic, trigger, prevention, postvention, risk, or protective. In both
Data Reliability
K-12 School Shooting
Database
Common Core of Data
Literature Review
Appendix I: Objectives, Scope, and
Methodology
Page 41 GAO-20-455 K-12 School Shootings
searches, we also used terms denoting school settings, including schools,
K-12, primary or secondary education, or classroom.
We also identified relevant literature cited in articles we screened. In
addition, we asked officials from the Departments of Education,
Homeland Security, and Justice, for recommendations of research. We
identified 215 articles that were potentially relevant based on our search
terms, literature screening, and interviews with federal officials.
We systematically reviewed the abstracts and, as necessary, full text of
these studies to determine which studies met our inclusion criteria, as
shown in table 11.
Table 11: Criteria Used to Screen Literature on the Role of Approaches to Discipline
in School Shootings
Subject matter inclusion criteria:
Subject matter exclusion
criteria:
school-based exclusionary discipline (suspension,
expulsion, zero tolerance”)
school-based nonexclusionary discipline:
social emotional learning,
positive behavior supports/positive behavior
intervention supports,
trauma-informed/trauma-based practices,
restorative justice/practices
threat assessment
studies examining effects or perceptions of the
effects of the above approaches on:
school gun violence,
school violence, and
school safety
youth violence that does
not reference schools
articles examine a
treatment rather than a
discipline approach
Methodological inclusion criteria:
Methodological exclusion
criteria:
generally published in a journal with a peer review
process or paper published by a government
agency
original research including meta-analysis of
research data examining the above subject matter
published in the last 10 years (2009-2019)
school setting (K-12)
location is outside of the
United States
book reviews
editorials and
commentaries
summaries
blogs
Source: GAO. | GAO-20-455
Appendix I: Objectives, Scope, and
Methodology
Page 42 GAO-20-455 K-12 School Shootings
When screening the studies we found from our search by key terms and
interviews, we only included in our review those studies that (1) examined
exclusionary discipline approaches (suspension, expulsion, zero
tolerance) and nonexclusionary approaches (social emotional learning,
positive behavior supports, threat assessment), and (2) examined the
effects of these approaches on outcomes of school gun violence, school
violence, and school safety including perceptions of school safety. Our
literature review was not designed to capture studies that examined the
effects of violence prevention programs unless they specifically included
the approaches to discipline described above. Because existing research
on the intersection of school discipline and school shootings was scarce,
we included literature that examined the outcome of violent behavior that
was not always exclusive to school-based violent behaviors. In addition,
while there are numerous risk factors and protective factors that may
affect the likelihood of youth violence, our literature review was not
designed to capture research that examined whether discipline
approaches affect risk factors and protective factors.
13
Our literature
review also was not designed to capture studies that examined the overall
effectiveness of different types of discipline approaches in improving
school climate broadly or studentssocial, emotional, or academic
behaviors.
To ensure the studies met our inclusion criteria, one analyst and one
methodologist independently screened the titles and abstracts, and when
necessary the full text, of the studies we identified. We reconciled any
differences in screening decisions by reviewing and discussing
documentation from our screening and, in some cases, by reviewing the
full text of the study.
Next, we examined the methodologies of the studies that met our
inclusion criteria to determine whether studies were sufficiently reliable for
our purposes. After taking these steps, we identified 27 studies that met
our inclusion criteria.
We reviewed the 27 studies to determine the types of approaches
examined, outcomes measured, methodologies used, pertinent findings
13
Risk factors may include low levels of school achievement, antisocial or aggressive
beliefs and attitudes, and depression and anxiety, among others. Protective factors may
include school readiness, academic achievement, and problem-solving skills, among
others. C. David-Ferdon, et al., A Comprehensive Technical Package for the Prevention of
Youth Violence and Associated Risk Behaviors (Atlanta, GA: National Center for Injury
Prevention and Control, Centers for Disease Control and Prevention, 2016).
Appendix I: Objectives, Scope, and
Methodology
Page 43 GAO-20-455 K-12 School Shootings
reported, and any limitations identified. We focused on how the studies
addressed the effects of school-based approaches on the following broad
outcomes: school gun violence, school violence, and school safety. See
appendix III, table 15 which identifies the 27 studies, as well as the
approaches to school discipline and the relevant outcomes the studies
examined.
We also interviewed five authors selected from the final list of 27 research
studies in our literature review to gather perspectives about the
challenges and limitations in conducting empirical social science research
on different approaches to school discipline and the role of these
approaches in school shootings. We selected the five researchers
because they studied different discipline approaches, including social
emotional learning, threat assessment, and exclusionary discipline; and
represented a range of social science disciplines, such as psychology,
sociology, and criminology.
We conducted this performance audit from May 2019 to June 2020 in
accordance with generally accepted government auditing standards.
Those standards require that we plan and perform the audit to obtain
sufficient, appropriate evidence to provide a reasonable basis for our
findings and conclusions based on our audit objectives. We believe that
the evidence obtained provides a reasonable basis for our findings and
conclusions based on our audit objectives.
Appendix II: Additional Data Tables and Figure
Page 44 GAO-20-455 K-12 School Shootings
This appendix contains several tables and a figure that show the
underlying data used throughout this report, using the K-12 School
Shooting Database of the Center for Homeland Defense and Security at
the Naval Postgraduate School and our following definition of a school
shooting:
Any time a gun is fired:
1
on school grounds, on a school bus, or during a school event
(such as sporting practice or event, school dance, school play);
2
and
during school hours or a school event or immediately before or
after school hours or school event.
3
Any time a gun is firedincludes all incidents that meet the criteria
above, including accidents and suicides, regardless of intent.
4
See appendix I for more details on our scope and methodology. The
following tables and figure are included in this appendix:
Table 12: School shootings and fatalities/casualties by shooting
location.
Table 13: Time of day of school shootings by kind of shooting.
Table 14: Month of shooting by kind of shooting.
Figure 10: Number of school shootings incidents over time.
1
For our analysis, we included four incidents in which a gun was brandished due to the
severity of the incidents. For example, when the shooter initially made threatening
gestures with a firearm, but was stopped prior to a shot being fired; for example, if the
shooter was tackled.
2
This includes instances in which the gun was fired onto school grounds or within or at a
school bus, even if the shooter was outside of school grounds or outside of the school bus
when they fired.
3
This includes all times where school staff and teachers, including support and custodial
staff, were on school grounds in their official capacity with the school (e.g. on duty, at
school meeting).
4
In developing this definition, we reviewed and compared definitions used in existing
datasets, such as the National Center for Education Statistics School Survey on Crime
and Safety and Educations Civil Rights Data Collection. Our definition includes shooting
incidents regardless of intent.
Appendix II: Additional Data Tables and
Figure
Appendix II: Additional Data Tables and Figure
Page 45 GAO-20-455 K-12 School Shootings
Table 12: School Shootings and Fatalities/Casualties by Shooting Location, School Years 2009-10 through 2018-19
Total
Incidents
Total Killed
(includes
shooter)
Average
Killed per
Incident
Total
Wounded
Average
Wounded per
Incident
Total
Wounded
or Killed
Average
Wounded or
Killed per
Incident
All
318
166
0.52
330
1.04
496
1.56
Inside the school
building
125
110
0.88
136
1.09
246
1.97
Outside the school
building
a
192
56
0.29
192
1.00
248
1.29
Unknown
1
0
0.00
2
2.00
2
2.00
Source: GAO analysis of the Naval Postgraduate Schools K-12 School Shooting Database for school years 2009-10 through 2018-19. | GAO-20-455
a
We combined three categories from the K-12 School Shooting Database into an “Outside the school
building” category: outside on school property, off school property, and on school bus.
Table 13: Time of Day of School Shootings by Kind of Shooting, School Years 2009-10 through 2018-19
All
Morning
Lunch
Afternoon
Evening
Not a school day
a
Unknown
All
318
122
25
78
79
8
6
Accidental
51
25
4
14
4
2
2
Dispute/ grievance-related
99
16
7
30
42
3
1
Domestic
22
12
0
6
3
1
0
Related to illegal activity
12
2
1
1
7
1
0
School targeted
46
28
8
7
2
0
1
Suicide/attempted suicide
34
24
3
4
3
0
0
Targeted victim
15
4
0
3
7
0
1
Unknown target/intent
29
7
2
10
10
0
0
Other
10
4
0
3
1
1
1
Source: GAO analysis of the Naval Postgraduate Schools K-12 School Shooting Database for school years 2009-10 through 2018-19. | GAO-20-455
a
“Not a school day” includes incidents that met our scoping definition and occurred on a Saturday,
Sunday, holiday, summer break, or other non-school day during the school hours (not evening or
night). This includes incidents occurring at sporting events not held on school days or other school
events, such as prom or registration for classes.
Table 14: Month of Shooting by Kind of Shooting, School Years 2009-10 through 2018-19
All
July
Aug
Sep
Oct
Nov
Dec
Jan
Feb
Mar
Apr
May
June
All
318
0
18
42
34
21
22
47
35
22
31
32
14
Accidental
51
0
3
2
4
8
3
5
5
5
4
11
1
Dispute/ grievance-
related
99
0
6
11
14
3
7
22
12
6
8
6
4
Domestic
22
0
1
1
2
0
1
4
5
3
3
2
0
Appendix II: Additional Data Tables and Figure
Page 46 GAO-20-455 K-12 School Shootings
All
July
Aug
Sep
Oct
Nov
Dec
Jan
Feb
Mar
Apr
May
June
Related to illegal
activity
12
0
0
2
1
0
0
4
1
1
0
0
3
School-targeted
46
0
4
9
4
3
5
5
4
1
5
5
1
Suicide/ attempted
suicide
34
0
2
6
2
5
2
1
3
3
6
3
1
Targeted victim
15
0
1
3
3
0.
1
0
1
1
1
3
1
Unknown
target/intent
29
0
1
7
3
1
1
2
4
2
4
2
2
Other
10
0
0
1
1
1
2
4
0
0
0
0
1
Source: GAO analysis of the Naval Postgraduate Schools K-12 School Shooting Database for school year 2009-10 through 2018-19. | GAO-20-455
Figure 10: Number of School Shooting Incidents Over Time, School Years 2009-10
through 2018-19
Appendix III: Summary and Table of Studies
Included in Literature Review
Page 47 GAO-20-455 K-12 School Shootings
Our literature review found no empirical research from the last decade
that directly examines the link between school shootings and approaches
to school discipline. However, our literature review did find empirical
research that examines the link between differing definitions of violent
behavior and perceptions of school safety and discipline approaches
among the 27 studies that met our overarching criteria.
1
See appendix I
for more information on our inclusion criteria. These studies used a
variety of methods, measures, and outcomes of interest, making it difficult
to draw conclusions about the overall effectiveness of any one approach.
In addition, it is unclear from the studies whether and to what extent the
approaches examined were used in conjunction with other discipline or
violence prevention efforts. For example, nonexclusionary discipline
approaches may not entirely replace exclusionary discipline approaches,
but may be used in conjunction with suspension and expulsion. Further,
as many of the studies note, schools may have implemented the
approaches examined with varying consistency. Finally, some schools
may have put in place physical security measures or may have employed
school resource officers, or support staff such as guidance counselors
and psychologists. Such efforts may have interacted with the discipline
approaches to impact the study results.
See table 15 below for the full list of the 27 studies we reviewed.
Table 15: Studies Meeting Inclusion Criteria for Literature Review
Study
Approach
examined
Outcomes of
relevance
School level of
sample
Catherine H. Augustine, et al., Can Restorative Practices Improve School
Climate and Curb Suspensions? An Evaluation of the Impact of Restorative
Practices in a Mid-Sized Urban School District (RAND Corporation, 2018)
a
Restorative
practice
Violent behavior
Elementary,
middle, high
school
Michael W. Beets, et al., Use of Social and Character Development
Program to Prevent Substance Use, Violent Behaviors, and Sexual Activity
Among Elementary-School Students in Hawaii,American Journal of Public
Health, vol. 99, no. 8 (2009)
Social emotional
learning
Violent behavior;
perceptions of
school safety
Elementary
1
Our literature review was designed to identify studies examining the effects of these
approaches on school gun violence, school violence, and school safety. Our literature
review was not designed to identify studies examining the effects of these approaches on
other student outcomes, such as academic achievement, or on school climate. In addition,
while some of the studies we included in our literature review may have also examined
these other outcomes, we only report on outcomes most directly related to school gun
violence, school violence, and school safety.
Appendix III: Summary and Table of Studies
Included in Literature Review
Appendix III: Summary and Table of Studies
Included in Literature Review
Page 48 GAO-20-455 K-12 School Shootings
Study
Approach
examined
Outcomes of
relevance
School level of
sample
Catherine P. Bradshaw, et al., Marylands Evolving System of Social,
Emotional, and Behavioral Interventions in Public Schools: The Maryland
Safe and Supportive Schools Project, Adolescent Psychiatry, 4 (2014): pp.
194-206
Positive behavior
supports
Weapons;
perceptions of
school safety
High school
Catherine P. Bradshaw; Anne L. Sawyer; and Lindsey M. OBrennan, “A
Social Disorganization Perspective on Bullying-Related Attitudes and
Behaviors: The Influence of School Context,American Journal of
Community Psychology, 43 (2009): pp. 204220
Exclusionary
Perceptions of
school safety
Elementary and
middle school
Dewey Cornell, et al.,A Retrospective Study of School Safety Conditions in
High Schools Using the Virginia Threat Assessment Guidelines Versus
Alternative Approaches,School Psychology Quarterly, vol. 24, no.2 (2009):
pp.119-129
Threat
assessment
Violent behavior*
High school
Dorothy L. Espelage, et al., The Impact of a Middle School Program to
Reduce Aggression, Victimization, and Sexual Violence,Journal of
Adolescent Health, 53 (2013): pp. 180-186
Social emotional
learning
Violent
behavior**
Middle school
Shenyang Guo, et al., A Longitudinal Evaluation of the Positive Action
Program in a Low-Income, Racially Diverse, Rural County: Effects on Self-
Esteem, School Hassles, Aggression, and Internalizing Symptoms,Journal
of Youth and Adolescence, 44 (2015): pp. 23372358
Social emotional
learning
Violent
behavior*
,
**
Middle school
Rebecca Hinze-Pifer and Lauren Sartain, Rethinking Universal Suspension
for Severe Student Behavior,Peabody Journal of Education, 93:2 (2018):
pp. 228-243
Exclusionary
Perceptions of
school safety
High school
Robert H. Horner, et al., A Randomized, Wait-List Controlled Effectiveness
Trial Assessing School-Wide Positive Behavior Support in Elementary
Schools,” Journal of Positive Behavior Interventions, vol. 11, no. 3 (2009):
pp. 1330144
Positive behavior
supports
Perceptions of
school safety*
Elementary school
Johanna Lacoe and Matthew P. Steinberg,Rolling Back Zero Tolerance:
The Effect of Discipline Policy Reform on Suspension Usage and Student
Outcomes,Peabody Journal of Education, vol. 93, issue 2 (2018)
Exclusionary
Violent behavior*
Elementary,
middle, high
school
Kendra M. Lewis, et al., Problem Behavior and Urban, Low-Income Youth:
A Randomized Controlled Trial of Positive Action in Chicago,American
Journal of Preventive Medicine, 44(6) (2013): pp. 622630
Social emotional
learning
Violent
behavior**
Elementary school
Kin-Kit Li, et al., Effects of the Positive Action programme on problem
behaviors in elementary school students: A match-pair randomised control
trial in Chicago,Psychology and Health, vol. 26, no. 2 (2011): pp. 187204
Social emotional
learning
Violent
behavior**
Elementary school
David Maimon; Olena Antonaccio; and Michael T. French, Severe
Sanctions, Easy Choice? Investigating the Role of School Sanctions in
Preventing Adolescent Violent Offending,Criminology, 50(2) (2012): pp.
495-524
Exclusionary
Violent
behavior**
Middle and high
school
Barry McCurdy, et al., School-Wide Positive Behavioral Interventions and
Supports for Students with Emotional and Behavioral Disorders,
Psychology in the Schools, vol. 53(4) (2016)
Positive behavior
supports
Violent behavior*
Elementary,
middle, high
school
Laura McNeal and Christopher Dunbar, Jr., In the Eyes of the Beholder:
Urban Student Perceptions of Zero Tolerance Policy,Urban Education,
45(3) (2010): pp. 293311
Exclusionary
Perceptions of
school safety
High school
Appendix III: Summary and Table of Studies
Included in Literature Review
Page 49 GAO-20-455 K-12 School Shootings
Study
Approach
examined
Outcomes of
relevance
School level of
sample
Gregory Moy, et al., International Adoption of the Second StepProgram:
Moderating Variables in Treatment Effects,School Psychology
International, vol. 39(4) (2018): pp. 333359
Social emotional
learning
Violent
behavior**
Elementary and
middle school
Erin K. Nekvasil and Dewey G. Cornell, Student Threat Assessment
Associated with Safety in Middle Schools,Journal of Threat Assessment
and Management, vol. 2, no. 2 (2015): pp. 98113
Threat
assessment
Perceptions of
school safety;
violent behavior*
Middle school
David Osher, et al., Avoid Simple Solutions and Quick Fixes: Lessons
Learned From a Comprehensive Districtwide Approach to Improving
Student Behavior and School Safety,Journal of Applied Research on
Children, vol. 5, issue 2, article 16 (2014)
Social emotional
learning
Violent behavior;
perceptions of
school safety
Elementary,
middle, high
school
Arthur H. Owora, et al., Culturally congruent mentorship can reduce
disruptive behavior among elementary school students: results from a pilot
study,Pilot and Feasibility Studies, 4:147 (2018)
Other
Violent behavior*
Elementary school
Lawrence Shulman and Eugene Maguin, The VISA Center: An
Interdisciplinary Collaboration Serving Students Suspended from School for
Violent or Aggressive Behavior, Substance Abuse, or Weapons
Possession,” Children & Schools, vol.39, no. 4 (2017)
Other
Violent behavior
Middle and high
school
Suyapa Silvia, et al., Impacts of a Violence Prevention Program for Middle
Schools: Findings After 3 Years of Implementation, NCEE 2011-4017
(Washington, D.C: National Center for Education Evaluation and Regional
Assistance, Institute of Education Sciences, U.S. Department of Education,
2011)
Other
Violent
behavior**
Middle school
Paul R. Smokowski, et al.,The North Carolina Youth Violence Prevention
Center: Using a Multifaceted, Ecological Approach to Reduce Youth
Violence in Impoverished, Rural Areas,Journal of the Society for Social
Work and Research, vol. 9, no. 4 (2018)
Social emotional
learning
Violent
behavior*
,
**
Middle school
Paul R. Smokowski, et al., Evaluating Dosage Effects for the Positive
Action Program: How Implementation Impacts Internalizing Symptoms,
Aggression, School Hassles, and Self-Esteem,” American Journal of
Orthopsychiatry, 86(3) (2016): pp. 310322
Social emotional
learning
Violent
behavior*
,
**
Middle school
Frank J. Snyder, et al., Preventing Negative Behaviors Among Elementary-
School Students Through Enhancing Students’ Social-Emotional and
Character Development,American Journal of Health Promotion, 28(1)
(2013): pp. 50 58
Social emotional
learning
Violent behavior
Elementary school
Katie Cotter Stalker, et al., The impact of the positive action program on
substance use, aggression, and psychological functioning: Is school climate
a mechanism of change?Children and Youth Services Review, 84 (2018):
pp. 143-151
Social emotional
learning
Violent
behavior*
,
**
Middle and high
school
University of Chicago Crime Lab, Connect & Redirect to Respect: Final
Report (January 2019)
b
Other
Shooting
victimization
c
*
,
**
High school
Lacey N. Wallace, Illicit juvenile weapon possession: The role of serious
sanctioning in future behavior,The Social Science Journal, 54 (2017): pp.
319-328.
Exclusionary
Weapon
carrying; violent
behavior**
Middle and high
school
Source: GAO literature searches and analysis of reviewed studies. | GAO-20-455
*Indicates outcome measure is not scoped exclusively to the outcome of interest for this engagement.
For example, an outcome measure of violent behavior may also include non-violent behavior.
**Indicates outcome measure is not scoped only to the school-setting.
Appendix III: Summary and Table of Studies
Included in Literature Review
Page 50 GAO-20-455 K-12 School Shootings
Note: School level was directly reported by most studies. For articles where school level was not
directly reported, schools were coded based on reported student grade levels. As grade level ranges
vary for school level across different districts, context was used to inform coding decisions. For
example, some studies coded as having an elementary school sample included grade levels ranging
from pre-K through grade 8 while others had a smaller grade range. Similarly, some middle schools
and even high schools included grade 8 students.
a
This study was funded by the National Institute for Justice as part of its Comprehensive School
Safety Initiative, but was published by the RAND Corporation.
b
This study was funded through an award by the National Institute of Justice, Office of Justice
Programs, U.S. Department of Justice, and was made publically available through the Office of
Justice Programs’ National Criminal Justice Reference Service. It was not published by the U.S.
Department of Justice.
c
The study defined student shooting victimization as instances in which Chicago Public School
students were the physical victims of gunfire, both fatal and non-fatal.
Appendix IV: GAO Contact and Staff
Acknowledgments
Page 51 GAO-20-455 K-12 School Shootings
Jacqueline M. Nowicki, (617) 788-0580, [email protected]
In addition to the contact named above, Sherri Doughty (Assistant
Director), Cady S. Panetta (Analyst-in-Charge), Morgan Jones, Suzanne
Kaasa, John Mingus, Amy Moran Lowe, Patricia Powell, Lauren Shaman,
and Walter Vance made key contributions to this report. Also contributing
were Sarah Cornetto, Holly Dye, Eric Erdman, Sarah Gilliland, Gina
Hoover, Lara Laufer, Sheila R. McCoy, Samuel Portnow, Curtia Taylor,
and Elaine Vaurio.
Appendix IV: GAO Contact and Staff
Acknowledgments
GAO Contact
Staff
Acknowledgments
(103526)
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