The Influence of the Environment on Officer-Involved Shootings

AuthorTyler Keller,Joel Caplan,Leslie Kennedy
DOIhttp://doi.org/10.1177/10887679221129857
Published date01 February 2023
Date01 February 2023
Subject MatterSpecial Issue Articles
https://doi.org/10.1177/10887679221129857
Homicide Studies
2023, Vol. 27(1) 97 –119
© 2022 SAGE Publications
Article reuse guidelines:
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DOI: 10.1177/10887679221129857
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Special Issue Article
The Influence of the
Environment on Officer-
Involved Shootings
Tyler Keller1, Joel Caplan1,
and Leslie Kennedy1
Abstract
Research on officer-involved shootings has covered many methods and designs,
with a majority focusing on macro-level approaches to understanding the shooting
event. Research designs which incorporate place are limited, but what does exist
demonstrates the relevance of the micro-environment to contextualize the many
factors which give rise to the shooting event. This research further explores the
importance of the micro-environment by examining how crime generators and
attractors, conceptualized as the built environment, can be utilized to understand
where police officers are more likely to discharge their weapon. Data on police
shootings in Philadelphia, PA which occurred between 2015 and 2019, along with
data describing the environmental landscape of the city are used in conjunction
with variables previously determined to be related to shooting events. This
analysis uses a three-pronged approach to understanding the relevance of the
micro-environment in officer-involved shootings. Results indicate that the most
important predictor of police shootings are levels of violent crime. Violent
crime rates, in turn, are significantly related to the built environment. The built
environment, then, has an indirect relationship to the places where police are
most likely to discharge their weapon which is mediated through the violent crime
rate.
Keywords
officer-involved shooting, lethal force, place, built environment
1Rutgers University, Newark, NJ, USA
Corresponding Author:
Tyler Keller, Rutgers University, 123 Washington Street, Newark, NJ 07102-3094, USA.
Email: tnk23@scarletmail.rutgers.edu
1129857HSXXXX10.1177/10887679221129857Homicide StudiesKeller et al.
research-article2022
98 Homicide Studies 27(1)
Introduction
Over 40 years ago research on officer-involved shootings (OIS) began to examine the
relevance of place within cities with Fyfe (1980), who found that exposure to violence
in terms of crime rates was an important factor in police shooting rates. This research
put forth the idea that places with histories of violence are related to police shootings
because these places threaten officer and public safety. Since then, research on OIS
events within cities, particularly at the micro-level, has been understudied compared
to more macro approaches. Studies using larger units of analysis to examine OIS
events are numerous despite scholars suggesting that within-city analyses were supe-
rior to other research designs (Jacobs & O’Brien, 1998). Recent work by Klinger et al.
(2016) has renewed the within-city analysis of OIS events by examining neighborhood
violence and applying measures of segregation and economic disadvantage across
neighborhoods as control measures on the use of firearms by police. Their findings are
generally in support of Fyfe’s (1980) explanation that levels of violence are related to
the places where officers are most likely to shoot.
Despite evidence that neighborhood levels of violence appear to be the most impor-
tant predictor regarding place and OIS events, these events can, and do occur in places
with little to no criminal history which are highly affluent. These instances are rare in
their data but raise further questions about the relationship between OIS events and
place. Typically, these incidents involve off-duty officers or officers who are in the
right place at the right time; but what is it about these locations that bring an officer
and suspect together in time and place? A possible explanation unexplored by Klinger
et al. (2016) which may help explain this phenomenon is that OIS events are related to
features of the environment which attract and generate opportunities for criminal
behavior (Brantingham & Brantingham, 1995). Therefore, police shootings may have
a connection to the type of location the suspect is at. If violent criminals are attracted
to certain locations, such as robbers specializing in banks or gas stations, then those
specific locations increase in risk across the board. Likewise, in shaping the risk for
violent crime to occur, these features of the environment may also increase the risk of
an OIS event occurring, as police respond to criminal activities at these locations. That
is, if OIS events are linked to violent crime, then OIS events may also be linked to the
environmental place features associated with violent crime.
While OIS research has demonstrated the importance of place, the relevance of the
built environment, and how it shapes and creates risk for OIS events, has been under-
studied. To address the lack of environmental context in previous OIS research and
explore its utility in potentially contextualizing shooting events, this research will uti-
lize the multitude of potential crime generators and attractors within the city of
Philadelphia (e.g., bars, pawn shops, schools, parks, etc.) to specifically examine the
environmental risk of several types of gun crime across micro places of varying levels
of disadvantage and affluence. Utilizing a similar approach to Klinger et al. (2016),
this research will examine OIS events while controlling for violent crime, structural
disadvantage and the environmental risk for serious gun crime. Using block groups as
our units of analysis, the environmental risk of a violent gun crime occurring is

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