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Predictive Policing: The Future of Law Enforcement?
by Beth Pearsall

Law enforcement explores ways to anticipate and prevent crime.



                                  F
                                      or years, businesses have          In November 2009, the National
                                      used data analysis to anticipate   Institute of Justice, in partner-
                                      market conditions or industry      ship with the Bureau of Justice
                                  trends and drive sales strategies.     Assistance and the Los Angeles
                                                                         Police Department, held a Predictive
                                  Walmart, for example, learned          Policing Symposium to discuss this
                                  through analysis that when a major     emerging idea and its impact on the
                                  weather event is in the forecast,      future of policing. Researchers, law
                                  demand for three items rises: duct     enforcement officers, crime ana-
                                  tape, bottled water and strawberry     lysts and scientists gathered in Los
                                  Pop-Tarts. Armed with this informa-    Angeles for three days to explore the
                                  tion, stores in the affected areas     policy implications, privacy issues
                                  can ensure their shelves are fully     and technology of predictive policing.
                                  stocked to meet customer needs.
                                                                         What is Predictive Policing?
                                  Police can use a similar data analy-
                                  sis to help make their work more       Predictive policing, in essence, is
                                  efficient. The idea is being called    taking data from disparate sources,
                                  “predictive policing,” and some in     analyzing them and then using
                                  the field believe it has the poten-    results to anticipate, prevent
                                  tial to transform law enforcement      and respond more effectively
                                  by enabling police to anticipate and   to future crime.
                                  prevent crime instead of simply
                                  responding to it.



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NIJ Jour Nal / Issue No. 266




Predictive policing entails becoming     Moreover, doing them better remains       Here are two examples of predictive
less reactive. “The predictive vision    critical given the current economic       policing at work:
moves law enforcement from focus-        climate.
ing on what happened to focusing on                                                Reducing Random Gunfire in
what will happen and how to effec-       George Gascón, chief of police            Richmond. Every New Year’s
tively deploy resources in front of      for the San Francisco Police              Eve, Richmond, Va., would experi-
crime, thereby changing outcomes,”       Department, noted that predictive         ence an increase in random gunfire.
writes Charlie Beck, chief of the        policing is the perfect tool to help      Police began looking at data gathered
Los Angeles Police Department.1          departments become more efficient         over the years, and based on that
                                         as budgets continue to be reduced.        information, they were able to antici-
Beck told participants that perhaps      “With predictive policing, we have        pate the time, location and nature
the greatest benefit to predictive       the tools to put cops at the right        of future incidents. On New Year’s
policing is the discovery of new         place at the right time or bring other    Eve 2003, Richmond police placed
or previously unknown patterns           services to impact crime, and we          officers at those locations to prevent
and trends. Just as Walmart found        can do so with less,” he said.            crime and respond more rapidly.
increased demand for strawberry                                                    The result was a 47 percent decrease
Pop-Tarts preceding major weather                                                  in random gunfire and a 246 per-
events, LAPD has found its own
subtle patterns when examining              Predictive policing                    cent increase in weapons seized.
                                                                                   The department saved $15,000 in
data that have helped the depart-
ment accurately anticipate and
                                         is not meant to replace                   personnel costs.

prevent crime.
                                          tried-and-true police                    Connecting Burglaries and
                                                                                   Code Violations in Arlington,
Predictive policing is not meant
to replace tried-and-true police
                                         techniques. It builds on                  Texas. The Arlington, Texas, Police
                                                                                   Department used data on residential
techniques, symposium speakers
explained. Instead, it borrows
                                         the essential elements                    burglaries to identify hot spots and
                                                                                   then compared these locations to
from the principles of problem-          of all policing strategies                areas with code violations. According
oriented policing, community                                                       to Chief Theron Bowman, officers
policing, evidence-based policing,         for the greater good.                   found that every unit increase of
intelligence-led policing and other                                                physical decay resulted in almost
proven policing models.                                                            six more residential burglaries in
                                                                                   the city. Thus, neighborhoods with
“This is a very important next step      So What Does it Look Like                 greater physical decay could expect
to move forward in the evolution-        in the field?                             greater increases in residential
ary process of our profession,”                                                    burglaries. Arlington subsequently
said Bill Bratton, former LAPD           “There is no predictive policing in       developed a formula to help iden-
chief and chairman of Altegrity Risk     a box,” explained Colleen McCue,          tify characteristics of these “fragile
International. “We are building on       president and CEO of MC2 Solutions,       neighborhoods.” The police depart-
the essential elements of all policing   which provides professional services      ment and other city agencies now
strategies for the greater good.”        in predictive analytics. “Let the prob-   work more efficiently in the neigh-
                                         lem guide the solution,” she advised.     borhoods to help prevent crime.
John Morgan, director of NIJ’s
Office of Science and Technology,        Current analytic tools and tech-
                                         niques like hot spots, data mining,       But is This new?
added, “This is a framework to
help us organize policing as an          crime mapping, geospatial prediction      Some participants questioned
information-intensive business           and social network analysis can be        whether predictive policing was,
in an information age. Predictive        applied to a broad range of criminal      in fact, a new model. They argued
policing is not meant to replace any     justice problems. For instance, they      that good crime analysts have been
other model of policing,” he said.       can be used to anticipate localized       practicing predictive policing for
“Instead, it enables us to do these      crime spikes, inform city and neigh-      more than 40 years.
things better.”                          borhood planning, and aid in police
                                         management decisions.



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“Are we doing anything new or inno-
vative with this data or are we just                    niJ funds Predictive Policing Demonstration initiative
doing it better and quicker?” asked
Chief Tom Casady of the Lincoln,
Neb., Police Department.

Casady argued that the idea is not
                                                        N     IJ has launched a demonstration initiative to develop, test and
                                                              evaluate predictive policing in a real-world, real-time context. The
                                                        Institute awarded planning grants to seven law enforcement agencies.
new. “It is a coalescing of interre-
lated police strategies and tactics                     NIJ has also funded a team from the RAND Corp. to evaluate the
that were already around, like                          projects. The evaluation is designed to address questions such as
intelligence-led policing and prob-                     what works, what does not and what is promising in predictive policing.
lem solving. This just brings them
all under the umbrella of predictive                    For more information on the initiative, see http://www.ojp.usdoj.gov/
policing,” he said. “What is new is                     nij/topics/law-enforcement/predictive-policing/symposium/discussion-
the tremendous infusion of data,”                       demonstrations.htm.
Casady added.

Referencing the Richmond example,
he explained, “We knew there were
shootings on New Year’s Eve, and                      handle information the right way,”        policing to put privacy, civil rights and
we knew where they were happen-                       said Thomas O’Reilly, senior policy       civil liberties in the forefront from the
ing. So if we could pinpoint the time,                advisor at the justice department’s       outset,” said Russell Porter, direc-
we could put more police in those                     Bureau of Justice Assistance. “As         tor of the State of Iowa Intelligence
areas. This is pretty basic stuff,” he                we move into predictive policing,         Fusion Center.
said, “and we have been doing this                    nothing should be secret. We should
for years.” Casady said the real ques-                engage privacy advocates and com-         Participants stressed the importance
tion the field should be asking is how                munity leaders from the outset to         of setting up a thorough privacy
to take this to a new level: How do                   explain the program and get their         policy, training personnel to use it
we use information to stimulate                       ideas and input to alleviate their        properly, enforcing accountability
different interventions?                              concerns.”                                and continually refining the policy.
                                                                                                Policies should also include what
Community involvement                                 Sean Malinowski, a lieutenant with        information can be shared with
                                                      the LAPD, assured participants that       other agencies.
is Critical                                           predictive policing does not deny
Participants agreed that transpar-                    civil rights. “Police are not arresting   “Transparency, auditing and due
ency and community involvement                        people on the probability that they       diligence are critical to developing
are important.                                        will commit a crime,” he said. “Police    a process that is trustworthy, pro-
                                                      still must have probable cause.” In       tects privacy and produces good
“Community trust is huge as                           addition, predictive policing methods     outcomes,” said Joan McNamara,
we move down this path,” Beck                         do not identify specific individuals;     a commander in the Los Angeles
explained. “We need to be extremely                   instead, they anticipate particular       Police Department.
transparent. As we advance this                       times and locations where crime
discussion of how law enforcement                     is likely to occur.2                      Bratton added, “If we do this right,
will use information and how we tie                                                             if we do it constitutionally, collec-
that information to officer deploy-                   Yet privacy and civil liberty issues      tively and transparently, we can
ment, all of these discussions must                   are critically interrelated with          lessen the concern. We can hear
be open.”                                             predictive policing and must be           the concerns and move forward, all
                                                      addressed. “We have a solemn              the while expanding and modifying
“The community must have con-                         obligation and a strategic imperative     and improving and continuing that
fidence that law enforcement will                     for the success of predictive             path of discussion.”




18 | Predictive Policing: The Future of Law Enforcement?
NIJ Jour Nal / Issue No. 266




it is All About the Data                       data together, and approach it from
                                               a holistic perspective,” Bowman
In the end, the success of predictive          said. “It is just as important to under-
policing will all come down to how             stand what we don’t know at the
reliable it is, how different informa-         local level.”
tion sources are integrated and how
all the data are analyzed.
                                                                                                 “We have the ability
                                               John Miller of the Office of the
“Police departments collect great
                                               Director of National Intelligence                 to use information to
                                               suggested that the field also looks
data all the time,” said Craig Uchida,          at “predictive perpetrating.” “We                   save lives, and
president of Justice & Security                must ask ourselves: What data
Strategies Inc, a company that helps           sources have the bad guys pulled                    we need to use it
law enforcement agencies in evalu-
ating and addressing program needs.
                                               up? We are not the only ones looking
                                               at data,” he warned.                               constitutionally and
“We just don’t know how reliable,
valid and clean it is. We need to              “It is so important to bring these data
                                                                                                consistently,” Bratton
oversee data collection to ensure
the data are clean.”
                                               warehouses and analytics together
                                               and to search and make them avail-
                                                                                                   said. “We are in a
Along with watching quality, police
                                               able so we can do our job,” Beck
                                               said. Malinowski added, “Analyzing
                                                                                                position to save lives,
departments also need to tap into
the wealth of nontraditional data
                                               all of this data will give decision-
                                               makers better information to make
                                                                                               reduce injuries, improve
available locally, such as medical
and code-compliance data.
                                               better decisions.”                               safety ... It doesn’t get
“Predictive policing has another
                                               “We have the ability to use infor-               any better than that.”
                                               mation to save lives, and we need
level outside the walls of the police          to use it constitutionally and consis-
department,” Jim Bueermann, chief              tently,” Bratton said. “We are in a
of police in the Redlands, Calif.,             position to save lives, reduce injuries,
Police Department, said. “It takes             improve safety … It doesn’t get any
a holistic approach — how do we                better than that.”
integrate health and school and
land-use data?”
                                               Beth Pearsall is a freelance writer and
“Part of the challenge is understand-          frequent contributor to the NIJ Journal.
ing what all the available data are
and then finding a way to fuse that
data, bring the people who use that                                       NCJ 230414




notes
                                                           Check out the recap of the Predictive Policing Symposium
1. Beck, C., and C. McCue, “Predictive                     on the NIJ Web site: http://www.ojp.usdoj.gov/nij/topics/
     Policing: What Can We Learn From
     Wal-Mart and Amazon About Fighting                    law-enforcement/predictive-policing/symposium/welcome.htm.
     Crime in a Recession?” The Police
     Chief 76 (11) (November 2009), http://
     policechiefmagazine.org/magazine/index.
     cfm?fuseaction=display_arch&article_
     id=1942&issue_id=112009.
  2. Ibid.




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