The National Death Index as a Source of Homicide Data: A Methodological Exposition of Promises and Pitfalls for Criminologists

AuthorRichard G. Rogers,David C. Pyrooz,Ryan K. Masters,Jennifer J. Tostlebe
DOI10.1177/1088767920924450
Date01 February 2021
Published date01 February 2021
Subject MatterArticles
https://doi.org/10.1177/1088767920924450
Homicide Studies
2021, Vol. 25(1) 5 –36
© 2020 SAGE Publications
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DOI: 10.1177/1088767920924450
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Article
The National Death Index as
a Source of Homicide Data:
A Methodological Exposition
of Promises and Pitfalls for
Criminologists
Jennifer J. Tostlebe1, David C. Pyrooz1,
Richard G. Rogers1, and Ryan K. Masters1
Abstract
Criminologists largely rely on national deidentified data sources to study homicide
in the United States. The National Death Index (NDI), a comprehensive and well-
established database compiled by the National Center for Health Statistics, is an
untapped source of homicide data that offers identifiable linkages to other data
sources while retaining national coverage. This study’s five aims follow. First, we
review the data sources in articles published in Homicide Studies over the past decade.
Second, we describe the NDI, including its origins, procedures, and uses. Third, we
outline the procedures for linking a police gang intelligence database to the NDI.
Fourth, we introduce the St. Louis Gang Member-Linked Mortality Files database,
which is composed of 3,120 police-identified male gang members in the St. Louis area
linked to NDI records. Finally, we report on preliminary cause-of-death findings. We
conclude by outlining the benefits and drawbacks of the NDI as a source of homicide
data for criminologists.
Keywords
homicide, data linkage, National Death Index, gang membership, St. Louis, Missouri
Social scientists of all stripes recognize the value of quality instrumentation and mea-
surement. Criminologists are intimately familiar with these challenges as the key
1University of Colorado Boulder, USA
Corresponding Author:
Jennifer J. Tostlebe, Department of Sociology, University of Colorado Boulder, UCB 327, Boulder, CO
80309-0401, USA.
Email: jennifer.tostlebe@colorado.edu
924450HSXXXX10.1177/1088767920924450Homicide StudiesTostlebe et al.
research-article2020
6 Homicide Studies 25(1)
sources of data—official records and self-report surveys—used to examine the depen-
dent variables in the field are subject to a variety of well-documented limitations
(Eterno et al., 2016; Mosher et al., 2010; Piquero et al., 2014; Pyrooz et al., 2019;
Tcherni-Buzzeo, 2018). However, nearly all criminologists agree that homicide is the
most reliable and valid type of crime measured. Sherman and Langworthy (1979)
notably observed that the “difficulty of disposing of bodies, the generally high level of
agreement between the [UCR] and the [NVSS], and the monitoring function of coro-
ners in recording homicide events all support the view that official statistics provide a
highly accurate measure” (p. 546). Criminologists, in turn, rely primarily on two
sources of data to study homicide victimization in the United States: (a) the Federal
Bureau of Investigation’s (FBI) Supplementary Homicide Reports (SHR), which are
part of the Uniform Crime Reporting (UCR) program; and (b) the National Center for
Health Statistics’ (NCHS) National Vital Statistics System (NVSS; Regoeczi & Banks,
2014). Of course, there are a variety of other national homicide data sources on spe-
cialized populations (e.g., police officers) or regional data sources covering general
populations (e.g., Chicago Homicide Dataset; Los Angeles Police Department/FBI
Homicide Library).
While these data sources have yielded tremendous knowledge about the extent and
nature of homicide, the current inventory of homicide victimization data is limited in
two ways. First, and most critically, leading homicide data sources—particularly
national-level data—are unable to be linked to populations of criminological interest
at the individual-level. The SHR and NVSS, for example, are used primarily by crimi-
nologists to examine national trends and cross-jurisdictional variation in homicide or
to study the features of homicide events or correlates vis-à-vis other causes of death
(Baumer et al., 2018; Cooper & Smith, 2011; Gaston et al., 2019; Kochanek et al.,
2019; McCall et al., 2010; Rosenfeld & Fox, 2019). However, these aggregate and/or
deidentified data sources are unable to be individually linked to other sources of data.
A consequence of unlinked data is that it narrows the scope of research owing to the
limited demographic information it provides on victims. In contrast, linked data could
yield richer information about victim social networks, exposure to violence, criminal
propensities, personal experiences, and physical or mental health. The second problem
applies primarily to regional sources of homicide data—cities, counties, or states—
that may permit linking, thus capable of generating comprehensive linked mortality
files, but suffer in scope because mortality surveillance coverage is limited to the
respective jurisdiction. It is unclear whether regional data sources fully enumerate
homicide for the population subject to the ascertainment of vital status.
In this article, we introduce the National Death Index (NDI) as a source of homicide
victimization data. The NDI is a restricted-access computerized database maintained
by the NCHS. It is an annual compilation of individual-identified death information,
derived from death certificates provided by state vital registrars. The collaboration
motivating this article involved criminologists and social demographers who aimed to
uncover mortality risk among gang members. Prior research on the topic relied primar-
ily on word-of-mouth, online searches, or local law enforcement or coroner records for
the ascertainment of vital status (Decker & Pyrooz, 2010a; Decker & Van Winkle,
Tostlebe et al. 7
1996; Hagedorn & Macon, 1998; Kennedy et al., 1996; Levitt & Venkatesh, 2001;
Loeber et al., 2011; Loeber & Farrington, 2011), raising serious questions about the
complete enumeration of homicide specifically and mortality generally.
We provide a methodological exposition of the procedures used to link NDI records
to individuals listed in a police gang database. Our aims are as follows. First, we
review the sources of homicide victimization data that have appeared in Homicide
Studies over the past decade to illustrate the need for a data source such as the NDI.
Second, we provide an overview of the NDI by detailing its origins, procedures, and
uses. We also distinguish the NDI from the ways in which criminologists have used the
NVSS in the past, as well as other sources of homicide data. Third, we introduce the
project motivating our use of the NDI. Our purpose is to examine all-cause and cause-
specific mortality risk among people identified by law enforcement as gang members
in St. Louis, Missouri. In this study, we sought to ascertain the vital status of 3,164
males who were included in a St. Louis area police gang database between 1993 and
2003. We detail our procedures to create St. Louis Gang Member-Linked Mortality
Files (STL GM-LMFs) across four stages: (a) review of GM data; (b) submission of
the GM data to the NCHS and receipt of NDI records; (c) supplemental verification of
NDI records; and (d) merging the respective data sources to create the STL GM-LMFs.
Finally, we describe the promises and pitfalls of our efforts to generate the STL
GM-LMFs and conclude by discussing the multiple uses of the NDI for criminological
research.
Sources of U.S. Homicide Victimization Data: A Look at
the Last Decade of Homicide Studies
To determine the data sources researchers use to study homicide victimization in the
United States, we gathered information from empirical studies published in Homicide
Studies between February 2010 and November 2019 (40 issues in total).1 Table 1 rank
orders data sources by the frequency with which they are used to study homicide vic-
timization in published works.2 Below, we briefly review the two national-level sys-
tems most often used to provide information about homicides in the United States
(Regoeczi & Banks, 2014).
The Uniform Crime Reporting (UCR) program was established by the FBI in 1930
to track crime statistics in the United States. The UCR is a compilation of individual
law enforcement agency reports that are submitted by non-federal law enforcement
agencies to the FBI either through a state UCR program or directly to the FBI’s UCR
program on a monthly basis. The data are publicly available and provide nationwide
information on crime in nearly 18,000 jurisdictions at the local, state, and national
level. SHR are part of the UCR program and were developed in the early-1960s to
collect and provide detailed information about homicide incidents. The methodology
for the UCR and SHR are well established, and these data are considered valid counts
of homicide (Riedel, 1999). The SHR data are nationally representative and provide
incident-level and demographic information on homicide victims, known homicide

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