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The Importance of Place in Policing - Empirical Evidence and Policy ...

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<strong>The</strong> <strong>Importance</strong> <strong>of</strong> <strong>Place</strong> <strong>in</strong>Polic<strong>in</strong>g<strong>Empirical</strong> <strong>Evidence</strong> <strong>and</strong> <strong>Policy</strong>RecommendationsDavid WeisburdInstitute <strong>of</strong> Crim<strong>in</strong>ology Faculty <strong>of</strong> Law, Hebrew University, Jerusalem,Israel och Department <strong>of</strong> Crim<strong>in</strong>ology, Law <strong>and</strong> SocietyGeorge Mason University, USACody W. TelepDepartment <strong>of</strong> Crim<strong>in</strong>ology, Law <strong>and</strong> Society, George MasonUniversityAnthony A. BragaHarvard University’s John F. Kennedy School <strong>of</strong> GovernmentwithElizabeth R. Gr<strong>of</strong>f, Department <strong>of</strong> Crim<strong>in</strong>al Justice; Temple UniversityJoshua C. H<strong>in</strong>kle, Department <strong>of</strong> Crim<strong>in</strong>al Justice, Georgia State UniversityCynthia Lum, Department <strong>of</strong> Crim<strong>in</strong>ology, Law <strong>and</strong> Society; GeorgeMason UniversityNancy A. Morris, Department <strong>of</strong> Crim<strong>in</strong>ology <strong>and</strong> Crim<strong>in</strong>al Justice,Southern Ill<strong>in</strong>ois University CarbondaleLaura A.Wyck<strong>of</strong>f, Institute for Governmental Service & Research,University <strong>of</strong> Maryl<strong>and</strong>Sue-M<strong>in</strong>g Yang, Department <strong>of</strong> Crim<strong>in</strong>al Justice, Georgia StateUniversity


Brå – a centre <strong>of</strong> knowledge on crime <strong>and</strong> measures to combat crime<strong>The</strong> Swedish National Council for Crime Prevention (Brottsförebygg<strong>and</strong>erådet – Brå) works to reduce crime <strong>and</strong> improve levels <strong>of</strong>safety <strong>in</strong> siciety by produc<strong>in</strong>g data <strong>and</strong> dissem<strong>in</strong>at<strong>in</strong>g knowledge oncrime <strong>and</strong> crime prevention work <strong>and</strong> the justice system’s responses tocrime.ISBN 978-91-86027-54-4© Brottsförebygg<strong>and</strong>e rådet 2010Authors: David Weisburd, Cody W. Telep And Anthony A. BragaWith Elizabeth R. Gr<strong>of</strong>f, Joshua C. H<strong>in</strong>kle, Cynthia Lum, Nancy A. Morris, Laura A.Wyck<strong>of</strong>f, Sue-M<strong>in</strong>g YangCover Illustration: Lotta SjöbergPr<strong>in</strong>t<strong>in</strong>g: Edita Norstedts Västerås 2010Production: Swedish National Council for Crime Prevention, Information <strong>and</strong> Publications,Box 1386, SE-111 93 Stockholm, Sweden+46 (0)8–401 87 00, fax +46 (0)8–411 90 75, e-mail <strong>in</strong>fo@bra.se, www.bra.seThis report can be ordered from booksellers or Fritzes Kundservice, SE-106 47 Stockholm, Sweden+46 (0)8–598 191 90, fax +46 (0)8–598 191 91, e-mail order.fritzes@nj.se


ContentsForeword ..................................................................................... 5I. Introduction.............................................................................. 7II. <strong>The</strong> Emergence <strong>of</strong> Crime <strong>Place</strong>s <strong>in</strong> Crime Prevention ............ 11III. <strong>The</strong> Concentration <strong>of</strong> Crime at <strong>Place</strong> ................................... 15IV. <strong>The</strong> Stability <strong>of</strong> Hot Spots as Crime Prevention Targets ...... 18V. <strong>The</strong> <strong>Importance</strong> <strong>of</strong> <strong>Place</strong>-Based Rather than Community-Based Crime Prevention............................................................. 23VI. Can We Expla<strong>in</strong> Why Crime is Concentrated at <strong>Place</strong>?........ 30VII. <strong>The</strong> <strong>Empirical</strong> <strong>Evidence</strong> for Hot Spots Polic<strong>in</strong>g .................. 36VIII. Does Crime Just Move Around the Corner? ...................... 41IX. Reduc<strong>in</strong>g Legal Constra<strong>in</strong>ts while Decreas<strong>in</strong>g Arrests <strong>and</strong>Incarceration <strong>of</strong> Offenders ......................................................... 47X. Recogniz<strong>in</strong>g the <strong>Importance</strong> <strong>of</strong> Police Legitimacy <strong>in</strong> Polic<strong>in</strong>g<strong>Place</strong>s ......................................................................................... 49XI. An Agenda for <strong>Place</strong>-Based Polic<strong>in</strong>g .................................... 52XII. Conclusions ........................................................................ 56References.................................................................................. 57


Foreword<strong>The</strong> role <strong>of</strong> the police <strong>in</strong> today’s society <strong>in</strong>volves a range <strong>of</strong> differenttasks. <strong>The</strong>se <strong>in</strong>clude ma<strong>in</strong>ta<strong>in</strong><strong>in</strong>g public order <strong>and</strong> public safety,provid<strong>in</strong>g citizens with protection <strong>and</strong> assistance, <strong>in</strong>vestigat<strong>in</strong>gcrimes <strong>and</strong> arrest<strong>in</strong>g <strong>of</strong>fenders. <strong>The</strong> police also have a central role toplay <strong>in</strong> the field <strong>of</strong> crime prevention.This latter aspect <strong>of</strong> the police’s role, i.e. the work <strong>of</strong> crime prevention,is sometimes neglected, not least because it leads neither tolarger numbers <strong>of</strong> <strong>of</strong>fenders be<strong>in</strong>g prosecuted <strong>and</strong> convicted, nor toany visible improvements <strong>in</strong> the clearance rate. However, the police’scrime prevention role is important from the perspective <strong>of</strong> bothcrime victims <strong>and</strong> the cost <strong>of</strong> crime to society. More effective crimeprevention work on the part <strong>of</strong> the police would mean fewer crimevictims <strong>and</strong> would also greatly reduce the social costs <strong>of</strong> crime.Research that can provide new knowledge about how the policecan improve their effectiveness <strong>in</strong> the field <strong>of</strong> crime prevention istherefore very important. It is also important that the results <strong>of</strong> thisresearch are dissem<strong>in</strong>ated to relevant groups both with<strong>in</strong> <strong>and</strong> outsidethe police service.In this report, which has been commissioned by the Swedish NationalCouncil for Crime Prevention (Brå), Pr<strong>of</strong>essor David Weisburd<strong>and</strong> his colleagues summarise the results from an excit<strong>in</strong>g <strong>and</strong>still relatively new field <strong>of</strong> research with great potential to improvethe effectiveness <strong>of</strong> the police’s crime prevention work. <strong>The</strong> authorspresent research which describes from both empirical <strong>and</strong> theoreticalperspectives how the police can produce substantial crime preventioneffects by direct<strong>in</strong>g their focus at small, well-def<strong>in</strong>ed locationswith high levels <strong>of</strong> crime. <strong>The</strong> research f<strong>in</strong>d<strong>in</strong>gs presented <strong>in</strong> thisreport also strongly <strong>in</strong>dicate that place-based polic<strong>in</strong>g <strong>of</strong> this k<strong>in</strong>dcan prevent crime us<strong>in</strong>g considerably less resources than more traditionalpolic<strong>in</strong>g methods.It can sometimes be difficult however to get large organisationssuch as the police to adopt new ways <strong>of</strong> th<strong>in</strong>k<strong>in</strong>g. <strong>The</strong> authors <strong>of</strong> the5


eport note for example that this new approach to polic<strong>in</strong>g mayrequire relatively extensive changes to how the police view the centralgoals <strong>of</strong> police work. Amongst other th<strong>in</strong>gs, it would meanmeasur<strong>in</strong>g success not only <strong>in</strong> terms <strong>of</strong> how many people are arrestedby the police but also <strong>in</strong> terms <strong>of</strong> whether places become saferfor the people who visit, live or work <strong>in</strong> them.<strong>The</strong> report can thus be viewed not only as a description <strong>of</strong> a strategyfor more effective crime prevention work with<strong>in</strong> the police service,but also as a challenge to the police to open up to the opportunitiesthat may result from adopt<strong>in</strong>g new ways <strong>of</strong> th<strong>in</strong>k<strong>in</strong>g about<strong>and</strong> structur<strong>in</strong>g their role as a central actor <strong>in</strong> the field <strong>of</strong> crime prevention.Stockholm <strong>in</strong> May 2010Jan AnderssonDirector General6


I. IntroductionCrime prevention research <strong>and</strong> policy have traditionally been focusedon <strong>of</strong>fenders or potential <strong>of</strong>fenders (Weisburd, 1997, 2002).Researchers have looked to def<strong>in</strong>e strategies that would deter <strong>in</strong>dividualsfrom <strong>in</strong>volvement <strong>in</strong> crime or rehabilitate them so theywould no longer want to commit crim<strong>in</strong>al acts. In recent years crimeprevention efforts have <strong>of</strong>ten focused on the <strong>in</strong>capacitation <strong>of</strong> highrateor dangerous <strong>of</strong>fenders so they are not free to victimize lawabid<strong>in</strong>gcitizens. In the public debate over crime prevention policies,these strategies are usually def<strong>in</strong>ed as compet<strong>in</strong>g approaches. However,they have <strong>in</strong> common a central assumption about crime preventionresearch <strong>and</strong> policy: that efforts to underst<strong>and</strong> <strong>and</strong> controlcrime must beg<strong>in</strong> with the <strong>of</strong>fender. In all <strong>of</strong> these approaches, thefocus <strong>of</strong> crime prevention is on people <strong>and</strong> their <strong>in</strong>volvement <strong>in</strong>crim<strong>in</strong>ality.Police practices are also focused primarily on people. <strong>The</strong>y <strong>of</strong>tenbeg<strong>in</strong> with a response to citizens who call the police. <strong>The</strong>y are focusedon identify<strong>in</strong>g <strong>of</strong>fenders who commit crimes, <strong>and</strong> end with thearrests <strong>of</strong> those <strong>of</strong>fenders <strong>and</strong> their process<strong>in</strong>g through the crim<strong>in</strong>aljustice system. Police attention is also directed at times to broadercommunity problems <strong>and</strong> “community caretak<strong>in</strong>g” (Kahan &Meares, 1998; Mastr<strong>of</strong>ski, 1999), <strong>and</strong> the police are expected toplay a role <strong>in</strong> secur<strong>in</strong>g communities <strong>in</strong> emergencies <strong>and</strong> more recently<strong>in</strong> response to homel<strong>and</strong> security threats (Wadd<strong>in</strong>gton &Neyroud, 2007). But despite the broader m<strong>and</strong>ate <strong>of</strong> the police, thecore practices <strong>of</strong> polic<strong>in</strong>g assume that people, whether victims or<strong>of</strong>fenders, are the key units <strong>of</strong> police work.In this monograph we will argue that the police can be more effectiveif they shift the primary concerns <strong>of</strong> polic<strong>in</strong>g from people toplaces. Such a shift is already underway <strong>in</strong> American polic<strong>in</strong>g whereplace has begun to be seen as an important focus <strong>of</strong> police crimeprevention efforts (Koper, 2008; Weisburd & Lum, 2005). But even<strong>in</strong> the U.S., people <strong>and</strong> not places rema<strong>in</strong> the central concern <strong>of</strong> po-7


8lic<strong>in</strong>g. By place, we do not mean large geographic units such asneighborhoods or communities that have commonly been the focus<strong>of</strong> crim<strong>in</strong>ologists concerned with crime prevention (see Bursik &Webb, 1982; Sampson, Raudenbush, & Earls, 1997; Shaw &McKay, 1942 [1969]), or the beats <strong>and</strong> prec<strong>in</strong>cts that have been keyto the organization <strong>of</strong> polic<strong>in</strong>g. <strong>Place</strong>s <strong>in</strong> this context are specificlocations with<strong>in</strong> the larger social environments <strong>of</strong> communities <strong>and</strong>neighborhoods (Eck & Weisburd, 1995). <strong>The</strong>y may be def<strong>in</strong>ed asbuild<strong>in</strong>gs or addresses (see Green, 1996; Sherman, Gart<strong>in</strong>, & Buerger,1989), as block faces or street segments (see Sherman & Weisburd,1995; Taylor, 1997), or as clusters <strong>of</strong> addresses, block faces orstreet segments that have common crime problems (see Block, Dabdoub,& Fregly, 1995; Weisburd & Green, 1995a).<strong>The</strong> strategies <strong>of</strong> place-based polic<strong>in</strong>g can be as simple as hot spotspatrol, as was the case <strong>in</strong> the M<strong>in</strong>neapolis Hot Spots Polic<strong>in</strong>g Experiment(Sherman & Weisburd, 1995), where the police <strong>in</strong>tervention<strong>in</strong>volved plac<strong>in</strong>g more patrol resources at places where crimewas concentrated. But place-based polic<strong>in</strong>g can also take a muchmore complex approach to the amelioration <strong>of</strong> crime problems. Inthe Jersey City Drug Market Analysis Project (Weisburd & Green,1995a), for example, a three-step program (<strong>in</strong>clud<strong>in</strong>g identify<strong>in</strong>g <strong>and</strong>analyz<strong>in</strong>g problems, develop<strong>in</strong>g tailored responses, <strong>and</strong> ma<strong>in</strong>ta<strong>in</strong><strong>in</strong>gcrime control ga<strong>in</strong>s) was used to reduce problems at drug hot spots.In the Jersey City Problem-Oriented Polic<strong>in</strong>g Project (Braga, Weisburd,War<strong>in</strong>g, Mazerolle, Spelman, & Gajewski, 1999), a problemorientedpolic<strong>in</strong>g approach was taken <strong>in</strong> develop<strong>in</strong>g a specific strategyfor each <strong>of</strong> the small areas def<strong>in</strong>ed as violent crime hot spots.Why should police reorient the strategies <strong>and</strong> organization <strong>of</strong> polic<strong>in</strong>gto be more concerned with place? Why should place-basedpolic<strong>in</strong>g become a core approach <strong>in</strong> police efforts to control crime<strong>and</strong> disorder? In this monograph we present the case for place-basedpolic<strong>in</strong>g draw<strong>in</strong>g from an emerg<strong>in</strong>g body <strong>of</strong> basic <strong>and</strong> applied evidencethat suggests that polic<strong>in</strong>g places is efficient <strong>and</strong> effective. Webeg<strong>in</strong> <strong>in</strong> the next section by trac<strong>in</strong>g the emergence <strong>of</strong> crime places <strong>in</strong>crime prevention <strong>in</strong> the 1980s, <strong>and</strong> then <strong>in</strong> the third section, wepresent basic research on crime <strong>and</strong> place that shows that crime isconcentrated <strong>in</strong> cities <strong>in</strong> crime hot spots. This is a key f<strong>in</strong>d<strong>in</strong>g <strong>in</strong> thejustification <strong>of</strong> place-based polic<strong>in</strong>g, because it provides a logic forfocus<strong>in</strong>g police resources on small areas, rather than spread<strong>in</strong>g themwidely across the city. But even if crime is concentrated at place, if itsimply shifts from place to place <strong>in</strong> a city it would not present astable focus for police crime prevention efforts. <strong>The</strong> fourth section <strong>of</strong>our monograph describes the strong stability <strong>of</strong> crime at place, ascontrasted with the <strong>in</strong>stability <strong>of</strong> crim<strong>in</strong>al <strong>of</strong>fend<strong>in</strong>g. We then show<strong>in</strong> the fifth section how basic research on the geographic distribution<strong>of</strong> crime places supports strongly the need to focus <strong>in</strong> on hot spots <strong>of</strong>


crime, rather than larger geographic units such as neighborhoods orcommunities. F<strong>in</strong>ally, <strong>in</strong> section six we present emerg<strong>in</strong>g research onthe correlates <strong>of</strong> crime at place that suggests the salience <strong>of</strong> placebased<strong>in</strong>terventions.Importantly, the case for polic<strong>in</strong>g places is not simply derived frombasic research, but also <strong>in</strong>cludes strong applied evidence <strong>of</strong> the effectiveness<strong>of</strong> place-based polic<strong>in</strong>g. <strong>The</strong> seventh section <strong>of</strong> our monographreviews the empirical literature on place-based or hot spotspolic<strong>in</strong>g <strong>and</strong> shows that police <strong>in</strong>terventions targeted at micro placescan reduce crime <strong>and</strong> disorder at places. But doesn’t the reduction <strong>of</strong>crime at one place simply lead to the shift<strong>in</strong>g <strong>of</strong> crime to other places<strong>in</strong> a city? While this idea <strong>of</strong> displacement <strong>of</strong> crime has <strong>in</strong> the pastbeen a strong barrier to the development <strong>of</strong> place-based polic<strong>in</strong>g (seeReppetto, 1976), recent empirical evidence described <strong>in</strong> section eightshows that it is not a major threat to the crime prevention benefits<strong>of</strong> place-based programs. Indeed, the research suggests just the opposite--thatplace-based polic<strong>in</strong>g is more likely to lead to a “diffusion<strong>of</strong> crime prevention benefits” (Clark & Weisburd, 1994) th<strong>and</strong>isplacement <strong>of</strong> crime. In the follow<strong>in</strong>g two sections we argue thatthere are strong potential legal <strong>and</strong> societal benefits <strong>of</strong> focus<strong>in</strong>g onplaces as opposed to <strong>of</strong>fenders, but that police must beg<strong>in</strong> to paygreater attention to the “legitimacy” <strong>of</strong> police <strong>in</strong>terventions atplaces. F<strong>in</strong>ally, recogniz<strong>in</strong>g that it is not enough to simply argue <strong>in</strong>favor <strong>of</strong> place-based polic<strong>in</strong>g, we conclude by suggest<strong>in</strong>g practicalways <strong>in</strong> which the police must change to effectively implement placebasedapproaches. Of course, <strong>in</strong> advanc<strong>in</strong>g new approaches, thepolice <strong>in</strong> the field will adopt <strong>and</strong> <strong>in</strong>novate as they identify new problems<strong>and</strong> opportunities. Police over the last two decades have showna remarkable degree <strong>of</strong> <strong>in</strong>terest <strong>in</strong> <strong>in</strong>novation to advance police practices(National Research Council [NRC], 2004; Weisburd & Braga,2006a). <strong>Place</strong>-based polic<strong>in</strong>g represents a natural progression <strong>in</strong> suchefforts to improve polic<strong>in</strong>g.9


II. <strong>The</strong> Emergence <strong>of</strong> Crime<strong>Place</strong>s <strong>in</strong> Crime PreventionWhile the traditional focus <strong>of</strong> research <strong>and</strong> theory <strong>in</strong> crim<strong>in</strong>ologyhas been on <strong>in</strong>dividuals <strong>and</strong> communities (Nettler, 1978; Sherman,1995), crim<strong>in</strong>ologists recognized from the outset that the situationalopportunities provided by specific places or contexts can impactupon the occurrence <strong>of</strong> crime. Edw<strong>in</strong> Sutherl<strong>and</strong>, for example,whose ma<strong>in</strong> focus was upon the learn<strong>in</strong>g processes that br<strong>in</strong>g <strong>of</strong>fendersto participate <strong>in</strong> crim<strong>in</strong>al behavior, noted <strong>in</strong> his classiccrim<strong>in</strong>ology textbook that the immediate situation <strong>in</strong>fluences crime<strong>in</strong> many ways. For example, “a thief may steal from a fruit st<strong>and</strong>when the owner is not <strong>in</strong> sight but refra<strong>in</strong> when the owner is <strong>in</strong>sight; a bank burglar may attack a bank which is poorly protectedbut refra<strong>in</strong> from attack<strong>in</strong>g a bank protected by watchmen <strong>and</strong> burglaralarms” (Sutherl<strong>and</strong>, 1947:5). Nonetheless, Sutherl<strong>and</strong>, muchlike other crim<strong>in</strong>ologists, did not see crime places as a relevant focus<strong>of</strong> crim<strong>in</strong>ological study. This was the case, <strong>in</strong> part, because crimeopportunities provided by places were assumed to be so numerousas to make concentration on specific places <strong>of</strong> little utility for theoryor policy. In turn, crim<strong>in</strong>ologists traditionally assumed that situationalfactors played a relatively m<strong>in</strong>or role <strong>in</strong> expla<strong>in</strong><strong>in</strong>g crime ascompared with the “driv<strong>in</strong>g force <strong>of</strong> crim<strong>in</strong>al dispositions” (Clarke& Felson, 1993:4; Trasler, 1993). Comb<strong>in</strong><strong>in</strong>g an assumption <strong>of</strong> awide array <strong>of</strong> crim<strong>in</strong>al opportunities, <strong>and</strong> a view <strong>of</strong> <strong>of</strong>fenders thatsaw them as highly motivated to commit crime, it is underst<strong>and</strong>ablethat crim<strong>in</strong>ologists paid little attention to crime at places.Interest <strong>in</strong> the potential <strong>of</strong> places as a focus <strong>of</strong> crime preventioncan be traced to a grow<strong>in</strong>g frustration both among scholars <strong>and</strong>practitioners with the development <strong>of</strong> effective <strong>of</strong>fender-based crimeprevention policies. This frustration was due <strong>in</strong> part to basic research,which suggested the difficulty <strong>of</strong> expla<strong>in</strong><strong>in</strong>g the causes <strong>and</strong>11


development <strong>of</strong> crim<strong>in</strong>ality. A series <strong>of</strong> studies <strong>in</strong> the 1980s concludedthat it is difficult to identify who is likely to become a serious<strong>of</strong>fender, or to predict the tim<strong>in</strong>g <strong>and</strong> types <strong>of</strong> <strong>of</strong>fenses that repeat<strong>of</strong>fenders are likely to commit <strong>in</strong> the future (e.g. Albrecht & Moitra,1988; Barnett & L<strong>of</strong>aso, 1985; Blumste<strong>in</strong> & Cohen, 1979; Elliot,Dunford, & Huiz<strong>in</strong>ga, 1987; Estrich, Moore, McGillis, & Spelman,1983; Gottfredson & Gottfredson, 1990). 1 This led to a conclusionthat basic research did not <strong>of</strong>fer a clear program either for select<strong>in</strong>g<strong>in</strong>dividuals who would be amenable to crime prevention <strong>in</strong>terventionsor for development <strong>of</strong> effective crime prevention strategies thatwould alter the patterns <strong>of</strong> crim<strong>in</strong>ality among <strong>of</strong>fenders (Earls,1991; Earls & Carlson, 1995). Even where there was stronger evidence<strong>of</strong> prediction, for example <strong>in</strong> the case <strong>of</strong> specialization forsome types <strong>of</strong> adult <strong>of</strong>fenders (e.g. Blumste<strong>in</strong>, Cohen, Das, & Moitra,1988; Kempf, 1986), legal <strong>and</strong> ethical dilemmas were seen asprevent<strong>in</strong>g the development <strong>of</strong> practical crime prevention policies(Moore, 1986). Later <strong>in</strong> this monograph we will argue that placebasedprevention avoids many <strong>of</strong> these legal <strong>and</strong> ethical dilemmas.Given the difficulty <strong>of</strong> predict<strong>in</strong>g crim<strong>in</strong>ality, it is not surpris<strong>in</strong>gthat applied research <strong>in</strong> <strong>of</strong>fender-centered crime prevention <strong>in</strong> the1970s <strong>and</strong> 1980s more <strong>of</strong>ten than not illustrated the significant barriersthat are faced <strong>in</strong> the development <strong>of</strong> successful <strong>in</strong>terventions.Beg<strong>in</strong>n<strong>in</strong>g with Robert Mart<strong>in</strong>son's critique <strong>of</strong> rehabilitation programs<strong>in</strong> 1974 (see also Lipton, Mart<strong>in</strong>son, & Wilks, 1975), a series<strong>of</strong> studies documented the failures <strong>of</strong> traditional crime prevention<strong>in</strong>itiatives (e.g. Sechrest, White, & Brown 1979; Whitehead & Lab,1989). A number <strong>of</strong> scholars argued that many such failures weredue to <strong>in</strong>adequacies <strong>in</strong> program development <strong>and</strong> research design(e.g. Farr<strong>in</strong>gton, Ohl<strong>in</strong> & Wilson, 1986; Goldste<strong>in</strong>, 1990). Moreover,some reviews stressed that there were examples <strong>of</strong> successful<strong>of</strong>fender-focused crime prevention efforts, which could provideguidance for the development <strong>of</strong> more effective prevention policies(Farr<strong>in</strong>gton, 1983; Lipsey, 1992). Nonetheless, even those scholarsthat looked to improve such policies came to recognize the difficulties<strong>in</strong>herent <strong>in</strong> try<strong>in</strong>g to do someth<strong>in</strong>g about crim<strong>in</strong>ality (Visher &Weisburd, 1997). Summariz<strong>in</strong>g the overall st<strong>and</strong><strong>in</strong>g <strong>of</strong> what theydef<strong>in</strong>ed as traditional “<strong>of</strong>fender-centred” crime prevention, Patricia<strong>and</strong> Paul Brant<strong>in</strong>gham wrote <strong>in</strong> 1990: “If traditional approachesworked well, <strong>of</strong> course, there would be little pressure to f<strong>in</strong>d newforms <strong>of</strong> crime prevention. If traditional approaches worked well,few people would possess crim<strong>in</strong>al motivation <strong>and</strong> fewer still wouldactually commit crimes” (1990:19).1A more recent study exam<strong>in</strong><strong>in</strong>g the explanatory power <strong>of</strong> quantitative tests <strong>of</strong> crim<strong>in</strong>ologicaltheories suggests that the situation has improved little <strong>in</strong> the last two decades(see Weisburd & Piquero, 2008).12


For many scholars <strong>and</strong> policymakers, the crisis <strong>in</strong> person-centeredcrime prevention meant hav<strong>in</strong>g to reth<strong>in</strong>k assumptions about crim<strong>in</strong>ality<strong>and</strong> how <strong>of</strong>fenders might be prevented from participat<strong>in</strong>g <strong>in</strong>crime. And <strong>in</strong>deed the last two decades have seen a resurgence <strong>of</strong><strong>in</strong>terest <strong>in</strong> rehabilitation programs for <strong>of</strong>fenders (e.g. see Andrews,Z<strong>in</strong>ger, Hoge, Bonta, Gendreau, & Cullen, 1990; Cullen, 2005;Lipsey & Cullen, 2007), many achiev<strong>in</strong>g much more positive resultsthan the earlier studies noted above. 2But others suggested that amore radical reorientation <strong>of</strong> crime prevention efforts was warranted.<strong>The</strong>y argued that the shift must come not <strong>in</strong> terms <strong>of</strong> thespecific strategies or theories that were used but <strong>in</strong> terms <strong>of</strong> the unit<strong>of</strong> analysis that formed the basis <strong>of</strong> crime prevention efforts. Thisnew approach called for a focus not on people who commit crimebut on the context <strong>in</strong> which crime occurs.One <strong>in</strong>fluential critique <strong>of</strong> traditional crim<strong>in</strong>ological approaches tounderst<strong>and</strong><strong>in</strong>g crime that was to have strong <strong>in</strong>fluence on the development<strong>of</strong> <strong>in</strong>terest <strong>in</strong> crime places was brought by Cohen <strong>and</strong> Felson(1979). <strong>The</strong>y argued that the emphasis placed on <strong>in</strong>dividual motivation<strong>in</strong> crim<strong>in</strong>ological theory failed to recognize the importance <strong>of</strong>other elements <strong>of</strong> the crime equation. <strong>The</strong>y argued that for crim<strong>in</strong>alevents to occur there is a need for not only a crim<strong>in</strong>al, but also asuitable target <strong>and</strong> the absence <strong>of</strong> a capable guardian. <strong>The</strong>y showedthat crime rates could be affected by chang<strong>in</strong>g the nature <strong>of</strong> targetsor <strong>of</strong> guardianship, irrespective <strong>of</strong> the nature <strong>of</strong> crim<strong>in</strong>al motivations.That Cohen <strong>and</strong> Felson suggested that crime could be affectedwithout reference to the motivations <strong>of</strong> <strong>in</strong>dividual <strong>of</strong>fenders was atruly radical idea <strong>in</strong> crim<strong>in</strong>ological circles <strong>in</strong> 1979. <strong>The</strong> rout<strong>in</strong>e activitiesperspective they presented established the context <strong>of</strong> crime asan important focus <strong>of</strong> study.Draw<strong>in</strong>g upon similar themes, British scholars led by RonaldClarke began to explore the theoretical <strong>and</strong> practical possibilities <strong>of</strong>situational crime prevention (Brant<strong>in</strong>gham & Brant<strong>in</strong>gham, 1990;Clarke, 1980, 1983, 1992, 1995; Cornish & Clarke, 1986). Thisapproach looks to develop greater underst<strong>and</strong><strong>in</strong>g <strong>of</strong> crime <strong>and</strong> moreeffective crime prevention strategies through concern with the physical,organizational, <strong>and</strong> social environments that make crime possible.<strong>The</strong> situational approach does not ignore <strong>of</strong>fenders; it merelyplaces them as one part <strong>of</strong> a broader crime prevention equation thatis centered on the context <strong>of</strong> crime. It dem<strong>and</strong>s a shift <strong>in</strong> the approachto crime prevention, from one that is concerned primarilywith why people commit crime to one that looks primarily at whycrime occurs <strong>in</strong> specific sett<strong>in</strong>gs. It moves the context <strong>of</strong> crime <strong>in</strong>to2Nonetheless, <strong>in</strong> the area <strong>of</strong> polic<strong>in</strong>g, the evidence for <strong>of</strong>fender-based programs cont<strong>in</strong>uesto be weak or at best <strong>in</strong>conclusive (Weisburd & Eck, 2004).13


14central focus <strong>and</strong> places the traditional focus <strong>of</strong> crime – the <strong>of</strong>fender– as just one <strong>of</strong> a number <strong>of</strong> factors that affect it.Situational prevention advocates argue that the context <strong>of</strong> crimeprovides a promis<strong>in</strong>g alternative to traditional <strong>of</strong>fender-based crimeprevention policies. <strong>The</strong>y assume for the most part that situationsare a more stable <strong>and</strong> predictable focus for crime prevention effortsthan are persons. In part this assumption develops from commonsensenotions <strong>of</strong> the relationship between opportunities <strong>and</strong> crime.For example, shoplift<strong>in</strong>g is by def<strong>in</strong>ition clustered <strong>in</strong> stores <strong>and</strong> notresidences, <strong>and</strong> family disputes are unlikely to be a problem <strong>in</strong> <strong>in</strong>dustrialareas. High-crime places, <strong>in</strong> contrast to high-crime people,cannot flee to avoid crim<strong>in</strong>al justice <strong>in</strong>tervention. Crime that developsfrom the specific characteristics <strong>of</strong> certa<strong>in</strong> marketplaces or organizationscannot be easily transferred to other organizational contexts(Goldstock, 1991).This emphasis on the context <strong>of</strong> crime has clear implications forthe police <strong>and</strong> place-based polic<strong>in</strong>g <strong>in</strong> particular. What is meant byplace-based polic<strong>in</strong>g? At its core is a concern with focus<strong>in</strong>g <strong>in</strong> onplaces where crimes are concentrated, <strong>and</strong> it beg<strong>in</strong>s with an assumptionthat there is someth<strong>in</strong>g about a place that leads to crimes occurr<strong>in</strong>gthere. In this sense, place-based polic<strong>in</strong>g is theoretically basedon rout<strong>in</strong>e activities theory (Cohen & Felson, 1979; Felson, 1994),which identifies crime as a matter <strong>of</strong> the convergence <strong>of</strong> suitabletargets (e.g., victims), an absence <strong>of</strong> capable guardians (e.g., police),<strong>and</strong> the presence <strong>of</strong> motivated or potential <strong>of</strong>fenders. Of course, thisall must occur <strong>in</strong> the context <strong>of</strong> a place or situation, <strong>and</strong> accord<strong>in</strong>glyplace-based polic<strong>in</strong>g recognizes that there is someth<strong>in</strong>g about specificplaces that leads to the convergence <strong>of</strong> these elements(Brant<strong>in</strong>gham & Brant<strong>in</strong>gham, 1981 [1991], 1984).


III. <strong>The</strong> Concentration <strong>of</strong>Crime at <strong>Place</strong>A key requirement for the adoption <strong>of</strong> place-based polic<strong>in</strong>g is thatcrime is heavily concentrated <strong>in</strong> what some have termed “crime hotspots” (Sherman et al., 1989; Sherman & Weisburd, 1995; Weisburd& Green, 1995a). Absent a concentration <strong>of</strong> crime at placethere seems little reason to refocus crime prevention efforts. Indeed,if crime were spread r<strong>and</strong>omly across a city place-based polic<strong>in</strong>gwould provide little benefit.A number <strong>of</strong> studies, beg<strong>in</strong>n<strong>in</strong>g <strong>in</strong> the late 1980s suggest that significantcluster<strong>in</strong>g <strong>of</strong> crime at place exists, regardless <strong>of</strong> the specificunit <strong>of</strong> analysis def<strong>in</strong>ed (see Brant<strong>in</strong>gham & Brant<strong>in</strong>gham, 1999;Crow & Bull, 1975; Pierce, Spaar, & Briggs, 1986; Roncek, 2000;Sherman et al., 1989; Weisburd & Green, 1994; Weisburd, Maher,& Sherman, 1992, Weisburd, Bushway, Lum, & Yang, 2004; Weisburd,Morris, & Gr<strong>of</strong>f, 2009). Perhaps the most <strong>in</strong>fluential <strong>of</strong> thesewas Sherman, Gart<strong>in</strong> <strong>and</strong> Buerger’s (1989) analysis <strong>of</strong> emergencycalls to street addresses over a s<strong>in</strong>gle year. Sherman et al. found thatonly 3 ½ percent <strong>of</strong> the addresses <strong>in</strong> M<strong>in</strong>neapolis, M<strong>in</strong>nesota produced50 percent <strong>of</strong> all calls to the police. <strong>The</strong>y regarded these resultsas so startl<strong>in</strong>g that they called for a new area <strong>of</strong> study whichthey termed the “crim<strong>in</strong>ology <strong>of</strong> place.”Other studies produced similar evidence <strong>of</strong> the concentration <strong>of</strong>crime <strong>in</strong> crime hot spots. Weisburd <strong>and</strong> Mazerolle (2000), for example,found that approximately 20 percent <strong>of</strong> all disorder crimes<strong>and</strong> 14 percent <strong>of</strong> crimes aga<strong>in</strong>st persons were concentrated <strong>in</strong> just56 drug crime hot spots <strong>in</strong> Jersey City, New Jersey, an area thatcomprised only 4.4 percent <strong>of</strong> street segments <strong>and</strong> <strong>in</strong>tersections <strong>in</strong>the city. Similarly, Eck, Gersh, <strong>and</strong> Taylor (2000) found that themost active 10 percent <strong>of</strong> places (<strong>in</strong> terms <strong>of</strong> crime) <strong>in</strong> the Bronx <strong>and</strong>15


Baltimore accounted for approximately 32 percent <strong>of</strong> a comb<strong>in</strong>ation<strong>of</strong> robberies, assaults, burglaries, gr<strong>and</strong> larcenies <strong>and</strong> auto thefts.A study conducted by Weisburd, Bushway, Lum <strong>and</strong> Yang (2004)not only confirms the concentration <strong>of</strong> crime, but also the stability<strong>of</strong> such concentrations across a long time span. Weisburd et al. exam<strong>in</strong>edstreet segments <strong>in</strong> the city <strong>of</strong> Seattle from 1989 through2002. <strong>The</strong>y found that 50 percent <strong>of</strong> crime <strong>in</strong>cidents over the 14year period occurred at only 4 ½ percent <strong>of</strong> the street segments. Asillustrated by Figure 1, this concentration is very stable year to year.<strong>The</strong>se data overall illustrate a k<strong>in</strong>d <strong>of</strong> “law <strong>of</strong> concentration” forcrime, suggest<strong>in</strong>g that crime is heavily clustered <strong>in</strong> urban areas.Figure 1: Percentage <strong>of</strong> Street Segments with 50% <strong>and</strong> 100% <strong>of</strong> IncidentReports from 1989 to 2002.60%50%40%30%20%10%100% <strong>of</strong> Crime50% <strong>of</strong> Crime0%19891990199119921993Percentage <strong>of</strong> Total Street Segments199419951996199719981999200020012002Source: Weisburd et al. (2004).<strong>The</strong> crime prevention opportunities <strong>of</strong> this law <strong>of</strong> concentration areeven clearer when focus<strong>in</strong>g on specific types <strong>of</strong> crime. In anotherstudy <strong>in</strong> Seattle, Weisburd, Morris <strong>and</strong> Gr<strong>of</strong>f (2009) exam<strong>in</strong>e theconcentration <strong>of</strong> crime <strong>in</strong>cidents <strong>in</strong> which a juvenile is arrested. <strong>The</strong>yfound that only 86 street segments out <strong>of</strong> more than 25,000 accountfor 1/3 <strong>of</strong> all <strong>of</strong>ficial juvenile arrest <strong>in</strong>cidents over a 14 year period.While more research will have to be done to establish how much <strong>of</strong>such crime concentrations are due to concentrations <strong>of</strong> police patrol,this study suggests the extent to which police efforts should be focusedon hot spots <strong>in</strong> a city.Lawrence Sherman (1995) argues that such cluster<strong>in</strong>g <strong>of</strong> crime atplaces is even greater than the concentration <strong>of</strong> crime among <strong>in</strong>di-16


viduals. Us<strong>in</strong>g his M<strong>in</strong>neapolis data <strong>and</strong> compar<strong>in</strong>g these to theconcentration <strong>of</strong> <strong>of</strong>fend<strong>in</strong>g <strong>in</strong> the Philadelphia cohort study (seeWolfgang, Figlio, & Sell<strong>in</strong>, 1972), he notes that future crime is "sixtimes more predictable by the address <strong>of</strong> the occurrence than by theidentity <strong>of</strong> the <strong>of</strong>fender" (1995:36 37). Sherman asks, “why aren’twe do<strong>in</strong>g more about it? Why aren’t we th<strong>in</strong>k<strong>in</strong>g more about wheredunit,rather than just whodunit?”Weisburd (2008:5) argues similarly regard<strong>in</strong>g longitud<strong>in</strong>al data <strong>in</strong>Seattle. When us<strong>in</strong>g “targets” as a criterion, places were <strong>in</strong>deedfound to be a more efficient focus than <strong>of</strong>fenders. On average about1,500 street segments accounted for 50 percent <strong>of</strong> the crime eachyear dur<strong>in</strong>g this period. Dur<strong>in</strong>g the same period about 6,108 <strong>of</strong>fenderswere responsible for 50 percent <strong>of</strong> the crime each year. Simplystated, the police would have to approach four times as many targetsto identify the same level <strong>of</strong> overall crime when they focus on peopleas opposed to places.17


IV. <strong>The</strong> Stability <strong>of</strong> HotSpots as Crime PreventionTargets<strong>The</strong> concentration <strong>of</strong> crime at place suggests significant crime preventionpotential for such strategies as hot spots patrol (Sherman &Weisburd, 1995; Weisburd & Braga, 2006b), which focus crimeprevention resources at specific locations with large numbers <strong>of</strong>crimes. However, concentration itself does not provide a solid empiricalbasis for either refocus<strong>in</strong>g crime prevention resources or call<strong>in</strong>gfor significant theoriz<strong>in</strong>g about why crime is concentrated atplaces. For example, if “hot spots <strong>of</strong> crime” shift rapidly from placeto place it makes little sense to focus crime control resources at suchlocations, because they would naturally become free <strong>of</strong> crime withoutany crim<strong>in</strong>al justice <strong>in</strong>tervention (Spelman, 1995). Similarly, ifcrime concentrations can move rapidly across the city l<strong>and</strong>scape, itmay not make much sense to focus our underst<strong>and</strong><strong>in</strong>g <strong>of</strong> crime onthe characteristics <strong>of</strong> places.<strong>The</strong> data we have suggests that these possible objections to placebasedpolic<strong>in</strong>g have little empirical basis. Spelman (1995) for example,exam<strong>in</strong>ed calls for service at schools, public hous<strong>in</strong>g projects,subway stations, <strong>and</strong> parks <strong>and</strong> playgrounds <strong>in</strong> Boston. He foundevidence <strong>of</strong> a very high degree <strong>of</strong> stability <strong>of</strong> crime at the “worst” <strong>of</strong>these places over a three year period. Spelman concluded that it“makes sense for the people who live <strong>and</strong> work <strong>in</strong> high-risk locations,<strong>and</strong> the police <strong>of</strong>ficers <strong>and</strong> other government <strong>of</strong>ficials whoserve them, to spend the time they need to identify, analyze <strong>and</strong>solve their recurr<strong>in</strong>g problems” (1995:131). Taylor (1999) also reportedevidence <strong>of</strong> a high degree <strong>of</strong> stability <strong>of</strong> crime at place overtime, exam<strong>in</strong><strong>in</strong>g crime <strong>and</strong> fear <strong>of</strong> crime at 90 street blocks <strong>in</strong> Balti-18


more, Maryl<strong>and</strong> us<strong>in</strong>g a panel design with data collected <strong>in</strong> 1981<strong>and</strong> 1994 (see also Taylor, 2001).<strong>The</strong> most comprehensive exam<strong>in</strong>ation <strong>of</strong> the stability <strong>of</strong> crime atplace over time was conducted by Weisburd et al. (2004) <strong>in</strong> theirstudy <strong>of</strong> crime <strong>in</strong>cidents at street segments <strong>in</strong> the city <strong>of</strong> Seattle. Us<strong>in</strong>ggroup-based trajectory analysis (Nag<strong>in</strong>, 1999, 2005; Nag<strong>in</strong> &L<strong>and</strong>, 1993) they identified clusters <strong>of</strong> similar developmental trajectories,adopt<strong>in</strong>g an approach that has been used extensively to studypatterns <strong>of</strong> change <strong>in</strong> <strong>of</strong>fend<strong>in</strong>g <strong>and</strong> aggression as people age (seeNag<strong>in</strong>, 1999; Nag<strong>in</strong> & Tremblay, 1999).Weisburd <strong>and</strong> colleagues (2004) identified 18 specific trajectorypatterns <strong>in</strong> their data (see Figure 2). <strong>The</strong> most important f<strong>in</strong>d<strong>in</strong>g <strong>in</strong>their study was that crime rema<strong>in</strong>ed fairly stable at places over time.This can be contrasted with developmental studies <strong>of</strong> <strong>in</strong>dividual<strong>of</strong>fend<strong>in</strong>g where there is <strong>of</strong>ten tremendous change across relativelyshort periods, especially for high rate <strong>of</strong>fenders (Horney, Osgood, &Marshall, 1995; Nag<strong>in</strong>, 1999; Nag<strong>in</strong> & Tremblay, 1999). A comparison<strong>of</strong> a typical trajectory analysis <strong>of</strong> developmental patterns <strong>of</strong>crime among young people (see Figure 3) with the results <strong>of</strong> theSeattle study emphasizes this po<strong>in</strong>t. Note the relative stability <strong>of</strong> themost chronic <strong>of</strong>fend<strong>in</strong>g group <strong>in</strong> the Seattle data (trajectory group17), as contrasted with the chronic <strong>of</strong>fenders identified by Nag<strong>in</strong>(1999) <strong>in</strong> Figure 3.19


Figure 2: 18 Trajectories <strong>of</strong> Crime Incidents <strong>in</strong> Seattle.Note: <strong>The</strong> percentages <strong>in</strong> parentheses represent the proportion <strong>of</strong> street segments thateach trajectory accounts for <strong>in</strong> the city <strong>of</strong> Seattle.Source: Weisburd et al. (2004)20


Figure 3: Trajectories <strong>of</strong> Individual Offend<strong>in</strong>g. Adol. = adolescent, pred. = predicted.Total N=411. Chronic: 7%, Adolescent Limited: 22% <strong>and</strong> Never Offend: 71%.Source: Nag<strong>in</strong> (1999)What is clear is that hot spots <strong>of</strong> crime evidence tremendous stabilityacross the period exam<strong>in</strong>ed. In contrast, there is perhaps no moreestablished fact <strong>in</strong> crim<strong>in</strong>ology than the variability <strong>and</strong> <strong>in</strong>stability <strong>of</strong><strong>of</strong>fend<strong>in</strong>g across the life course. A primary factor <strong>in</strong> this variability isthe fact that most <strong>of</strong>fenders age out <strong>of</strong> crime, <strong>of</strong>ten at a relativelyyoung age (Blumste<strong>in</strong>, Cohen, Roth, & Visher, 1986; Gottfredson &Hirschi, 1990; Laub & Sampson, 2003; Tracy & Kempf-Leonard,1996; Wolfgang, Thornberry, & Figlio, 1987). But there is also evidence<strong>of</strong> strong <strong>in</strong>stability <strong>in</strong> crim<strong>in</strong>al behavior for most <strong>of</strong>fenderseven when short time periods are observed (Bushway, Thornberry,& Krohn, 2003; Horney et al., 1995; Nag<strong>in</strong>, 1999).What these data suggest is that crime prevention at places has thepotential for long term impacts on crime <strong>and</strong> public safety moregenerally <strong>in</strong> cities. A model <strong>of</strong> “regression to the mean” at placeswould suggest that places get very “hot” <strong>and</strong> then naturally cool <strong>of</strong>f.In this model there would be little benefit <strong>in</strong> focus<strong>in</strong>g on the “hottestspots” because they would become cooler even if the police did notbr<strong>in</strong>g any crime prevention to those places. In some sense, this is thepredom<strong>in</strong>ant model <strong>of</strong> <strong>in</strong>dividual <strong>of</strong>fend<strong>in</strong>g, s<strong>in</strong>ce we know thatmost people will age out <strong>of</strong> crime relatively quickly. In contrast hotspots <strong>of</strong> crime appear to rema<strong>in</strong> hot over longer periods <strong>of</strong> time.Return<strong>in</strong>g to the theoretical roots <strong>of</strong> <strong>in</strong>terest <strong>in</strong> crime at place, wecan speculate that there is someth<strong>in</strong>g about the specific context <strong>of</strong>these crime hot spots that makes them places <strong>of</strong> crime concentrations.That would expla<strong>in</strong> why crime is so concentrated at such21


22places over long periods <strong>of</strong> time. It would also provide an explanationfor the very strong stability <strong>of</strong> very low crime places. In Seattle,about two-thirds <strong>of</strong> the street segments had little or no crime acrossthe entire 14 years exam<strong>in</strong>ed (Weisburd et al., 2004). Why are thesestreet segments generally free <strong>of</strong> crime? Aga<strong>in</strong> we might speculatethat characteristics <strong>of</strong> these places or the people whose rout<strong>in</strong>e activitiesbr<strong>in</strong>g them there affect the opportunities for crime at place.In section 6 we will exam<strong>in</strong>e these questions <strong>in</strong> more detail bas<strong>in</strong>gour conclusions on recent empirical data.In our discussion so far we have emphasized the stability <strong>of</strong> crimeacross place over time. But the Seattle study also identifies <strong>in</strong>terest<strong>in</strong>gdevelopmental trends <strong>in</strong> the data exam<strong>in</strong>ed. For example, thecity <strong>of</strong> Seattle experienced an overall crime drop <strong>of</strong> more than 20percent dur<strong>in</strong>g the period <strong>of</strong> study, follow<strong>in</strong>g trends <strong>in</strong> many otherAmerican cities (Blumste<strong>in</strong> & Wallman, 2000). But only 14 percent<strong>of</strong> the street segments <strong>in</strong> the Weisburd et al. (2004) study showedevidence <strong>of</strong> such decreas<strong>in</strong>g trends. This means that the crime drop<strong>in</strong> Seattle was restricted to only a small part <strong>of</strong> the city. Perhaps evenmore <strong>in</strong>terest<strong>in</strong>g is the fact that more than 500 street segments <strong>in</strong> thecity evidenced a crime wave dur<strong>in</strong>g this period, with an average <strong>of</strong>more than a 40 percent <strong>in</strong>crease across the affected street segments.This suggests the importance <strong>of</strong> focus<strong>in</strong>g <strong>in</strong> on polic<strong>in</strong>g places ratherthan larger geographic units such as cities. An overall review <strong>of</strong>crime trends would have led the police to mistakenly assume thatcrime was decl<strong>in</strong><strong>in</strong>g uniformly across Seattle. In fact, most streetsegments changed hardly at all, <strong>and</strong> many experienced a crime wavedur<strong>in</strong>g this period.


V. <strong>The</strong> <strong>Importance</strong> <strong>of</strong> <strong>Place</strong>-Based Rather than Community-BasedCrime PreventionWhile the evidence discussed above establishes the concentration<strong>and</strong> stability <strong>of</strong> crime at place, we have so far not exam<strong>in</strong>ed how hotspots <strong>of</strong> crime are distributed geographically. This question is importantto explore, because it gets at the issue <strong>of</strong> whether us<strong>in</strong>g microplaces as the unit <strong>of</strong> analysis as opposed to larger areas <strong>of</strong> geographyaffects our underst<strong>and</strong><strong>in</strong>g <strong>of</strong> crime <strong>and</strong> our approach to crime prevention(see Weisburd, Bru<strong>in</strong>sma, & Bernasco, 2009). Is it importantto focus on crime places, or would we have about the sameimpact on crime if we focused on beats, communities or neighborhoods?Are crime hot spots concentrated <strong>in</strong> only one or twoneighborhoods <strong>in</strong> a city, suggest<strong>in</strong>g that despite the concentration <strong>of</strong>crime <strong>in</strong> hot spots we would be better <strong>of</strong>f focus<strong>in</strong>g crime preventionon communities?<strong>Evidence</strong> to date suggests that crime hot spots can be foundthroughout a city. Weisburd <strong>and</strong> Mazerolle (2000) for example,identified 56 drug markets <strong>in</strong> Jersey City, New Jersey. As Figure 4illustrates the drug markets were spread across Jersey City. To thesurprise <strong>of</strong> police <strong>in</strong>volved <strong>in</strong> the study, though the drug marketswere more concentrated <strong>in</strong> socially disadvantaged areas, they couldeven be found <strong>in</strong> areas that were generally seen as more established<strong>and</strong> better <strong>of</strong>f. Weisburd <strong>and</strong> Mazerolle argued that even goodneighborhoods can have bad places. Importantly, most places even<strong>in</strong> very disadvantaged neighborhoods were relatively free <strong>of</strong> seriousdrug problems. Echo<strong>in</strong>g this f<strong>in</strong>d<strong>in</strong>g nearly sixty years ago, HenryMcKay noted the lack <strong>of</strong> <strong>of</strong>fenders on some blocks with<strong>in</strong> highcrime neighborhoods (Albert J. Reiss, Jr., personal communicationas cited <strong>in</strong> Sherman & Weisburd, 1995).23


Figure 4: Jersey City Drug Market Locations.Source: Weisburd <strong>and</strong> Mazerolle (2000).Us<strong>in</strong>g more sophisticated geographic analyses, Weisburd <strong>and</strong> colleagues(2004) created kernel density maps to exam<strong>in</strong>e the distribution<strong>of</strong> developmental trajectories <strong>of</strong> crime at place (see Figure 5).<strong>The</strong>se maps re<strong>in</strong>forced f<strong>in</strong>d<strong>in</strong>gs from prior studies show<strong>in</strong>g a spread<strong>of</strong> hot spots <strong>of</strong> crime across the city. <strong>The</strong>y also presented some <strong>in</strong>trigu<strong>in</strong>gprelim<strong>in</strong>ary f<strong>in</strong>d<strong>in</strong>gs which led them to conclude that streetsegments with a fairly stable crime rate tended to be diffusedthroughout the city but concentrated <strong>in</strong> areas with less residentialdensity <strong>and</strong> higher <strong>in</strong>come (see Figure 5). <strong>The</strong>y noted that the areaswith the highest concentrations <strong>of</strong> <strong>in</strong>creas<strong>in</strong>g crime <strong>and</strong> decreas<strong>in</strong>gcrime overlapped <strong>in</strong> the downtown area. This was a particularly<strong>in</strong>terest<strong>in</strong>g f<strong>in</strong>d<strong>in</strong>g s<strong>in</strong>ce it suggests either that similar processes underlieboth crime waves <strong>and</strong> crime decl<strong>in</strong>es, or that street segmentlevel characteristics (<strong>and</strong> not large area characteristics) are the primary<strong>in</strong>fluence <strong>in</strong> underst<strong>and</strong><strong>in</strong>g crime trends at places.24


Figure 5: Kernel Density Estimations <strong>of</strong> Segments Classified as Exhibit<strong>in</strong>gStable, Increas<strong>in</strong>g or Decreas<strong>in</strong>g Crime Trajectoriesa. Stable Trajectory b. Increas<strong>in</strong>g Trajectory c. Decreas<strong>in</strong>g TrajectoryGroups Groups GroupsSource: Weisburd et al. (2004).Mapp<strong>in</strong>g the 86 hottest street segments <strong>in</strong> their longitud<strong>in</strong>al study <strong>of</strong>juvenile arrest <strong>in</strong>cidents, Weisburd, Morris <strong>and</strong> Gr<strong>of</strong>f (2009) showaga<strong>in</strong> that hot spots <strong>of</strong> crime are spread throughout the city (seeFigure 6). But as <strong>in</strong> the Weisburd et al. (2004) study, there is a relativelylarge cluster<strong>in</strong>g <strong>of</strong> such hot spots <strong>in</strong> the central bus<strong>in</strong>ess area.Gr<strong>of</strong>f, Weisburd, <strong>and</strong> Morris (2009) further exam<strong>in</strong>ed the cluster<strong>in</strong>g<strong>of</strong> juvenile arrest hot spots by ask<strong>in</strong>g whether that cluster<strong>in</strong>g suggeststhat there are important area trends that are <strong>in</strong>fluenc<strong>in</strong>g juvenilecrime at place, <strong>and</strong> to what extent large area trends versustrends at the street segment level appear to be <strong>in</strong>fluenc<strong>in</strong>g crimepatterns. Exam<strong>in</strong><strong>in</strong>g spatial dependence <strong>of</strong> street segments, theyfound tremendous street by street variability <strong>in</strong> the trajectory patterns<strong>of</strong> street segments. <strong>The</strong>y conclude that “a great deal <strong>of</strong> the‘action’ is <strong>in</strong>deed at micro places such as street blocks” (Gr<strong>of</strong>f et al.,2009:84) <strong>in</strong>dicat<strong>in</strong>g that much <strong>in</strong>formation about crime would bemissed by focus<strong>in</strong>g on larger units such as neighborhoods or censustracts.25


Figure 6: Location <strong>of</strong> Medium to High Juvenile Arrest Incident Trajectory BlocksSource: Weisburd, Morris, <strong>and</strong> Gr<strong>of</strong>f (2009).26


Perhaps the most comprehensive geographic study <strong>of</strong> the distribution<strong>of</strong> hot spots <strong>of</strong> crime was conducted by Gr<strong>of</strong>f, Weisburd, <strong>and</strong>Yang (2010; see also Weisburd, Gr<strong>of</strong>f <strong>and</strong> Yang, <strong>in</strong> progress) us<strong>in</strong>g16 years <strong>of</strong> crime <strong>in</strong>cident data <strong>in</strong> Seattle (1989-2004). A majorquestion that has not been answered <strong>in</strong> prior research concerns theform <strong>and</strong> the degree <strong>of</strong> street to street variability at micro levels <strong>of</strong>geography. To answer this question, they explored both temporal<strong>and</strong> spatial variation <strong>in</strong> crime across Seattle streets. Gr<strong>of</strong>f et al. drewupon trajectory group patterns identified by Weisburd et al. (In progress).<strong>The</strong>y then applied a variety <strong>of</strong> quantitative spatial statistics tothe spatial arrangement <strong>of</strong> each pattern’s members to establishwhether streets hav<strong>in</strong>g the same temporal trajectory pattern are collocatedspatially or whether there is street to street variation <strong>in</strong> thetemporal patterns <strong>of</strong> crime.While there were large areas consist<strong>in</strong>g <strong>of</strong> predom<strong>in</strong>antly crimefree <strong>and</strong> low stable crime patterns (not surpris<strong>in</strong>g given their overwhelm<strong>in</strong>gnumbers, 12,033 <strong>and</strong> 7,696 street segments respectively),street segments from higher rate trajectory groups were <strong>in</strong>terspersedwith<strong>in</strong> those areas. A closer exam<strong>in</strong>ation <strong>of</strong> the pattern <strong>of</strong> temporaltrajectories reveals differences by section <strong>of</strong> Seattle. In Figure 7, amap <strong>of</strong> street by street trajectory group assignment <strong>in</strong> central Seattleis presented. While this map does not provide quantitative substantiationfor the significance <strong>of</strong> the spatial associations revealed, itdoes <strong>of</strong>fer a strong <strong>in</strong>dication <strong>of</strong> heterogeneity as well as homogeneity<strong>in</strong> crime patterns at the street segment level <strong>and</strong> provides strik<strong>in</strong>gevidence <strong>of</strong> street segment to street segment variation <strong>in</strong> crime rates.Gr<strong>of</strong>f et al. (2010) po<strong>in</strong>t out the <strong>in</strong>fluence <strong>of</strong> the downtown area <strong>of</strong>Seattle on the western portion <strong>of</strong> the city. It is here they observed thegreatest magnitude <strong>of</strong> variation <strong>of</strong> the temporal trajectory patternsfrom street to street <strong>and</strong> the greatest concentration <strong>of</strong> streets withhigh crime. A high level <strong>of</strong> variability was also present <strong>in</strong> the olderresidential sections east <strong>of</strong> downtown. Thus, they po<strong>in</strong>t out that onecannot underst<strong>and</strong> the action <strong>of</strong> crime by simply extrapolat<strong>in</strong>g fromlarge area trends.27


Figure 7: Spatial Distribution <strong>of</strong> Temporal Trajectories <strong>in</strong> Central Seattle.Source: Gr<strong>of</strong>f, Weisburd, <strong>and</strong> Yang (Forthcom<strong>in</strong>g).Gr<strong>of</strong>f <strong>and</strong> colleagues supplemented this descriptive analysis with astatistical analysis that revealed a surpris<strong>in</strong>gly high degree <strong>of</strong> heterogeneity<strong>in</strong> the temporal crime trajectory patterns <strong>of</strong> street segments.In other words, the temporal crime trajectory pattern <strong>of</strong>ten changesfrom street segment to street segment. This was apparent <strong>in</strong> both thedescriptive map <strong>and</strong> <strong>in</strong> their f<strong>in</strong>d<strong>in</strong>g that low stable street segmentswere “weakly attracted” to moderate stable, high <strong>in</strong>creas<strong>in</strong>g, <strong>and</strong>high decreas<strong>in</strong>g street segments, suggest<strong>in</strong>g proximal places can havevery divergent temporal crime trajectories. What varied from placeto place was not the phenomenon <strong>of</strong> heterogeneity but rather thespecific temporal trajectory pattern <strong>in</strong>volved. In certa<strong>in</strong> areas <strong>of</strong> thecity, the tendency was to see changes from crime free to low stable.Sometimes the change was from low stable to another higher ratetrajectory pattern. In other areas, the pattern <strong>of</strong> change was extremelychaotic vary<strong>in</strong>g not only from street to street but also byboth level <strong>and</strong> pattern <strong>of</strong> temporal crime trajectory pattern. <strong>The</strong>sef<strong>in</strong>d<strong>in</strong>gs demonstrate that the place level <strong>of</strong> analysis is captur<strong>in</strong>gimportant variability <strong>in</strong> trends, <strong>and</strong> that this variability would be28


masked if we focused our <strong>in</strong>terest on the larger geographic units thatcrim<strong>in</strong>ologists <strong>and</strong> the police have traditionally directed attention. 33Gr<strong>of</strong>f et al. (2010; see also Gr<strong>of</strong>f et al., 2009) not surpris<strong>in</strong>gly also f<strong>in</strong>d evidence <strong>of</strong>possible larger area <strong>in</strong>fluences on crime at place. <strong>The</strong>y found, for example, significantspatial dependence among street segments with<strong>in</strong> the same temporal trajectory patternat moderate distances. <strong>The</strong>y also found street segments represent<strong>in</strong>g certa<strong>in</strong> temporalcrime trajectory patterns tended to dom<strong>in</strong>ate <strong>in</strong> certa<strong>in</strong> areas. This occurred morefrequently among low rate trajectory patterns but even these areas had other trajectories<strong>in</strong>terspersed with<strong>in</strong> them. However, they also saw this phenomenon <strong>in</strong> the vic<strong>in</strong>ity <strong>of</strong>high chronic street segments: a dom<strong>in</strong>ant trend <strong>of</strong> higher rate places with low rateplaces <strong>in</strong>term<strong>in</strong>gled.29


VI. Can We Expla<strong>in</strong> WhyCrime is Concentrated at<strong>Place</strong>?Hav<strong>in</strong>g established the concentration <strong>of</strong> crime at hot spots <strong>and</strong> itsstability across time, <strong>and</strong> the fact that much <strong>of</strong> the action for crimeoccurs at the local level <strong>of</strong> crime places, we are led to the question <strong>of</strong>whether we can expla<strong>in</strong> crime at place. Such explanation is importantbecause it can form the basis for police crime prevention efforts.If we know why some places become hot spots it is easier to developspecific crime prevention strategies to reduce crime <strong>and</strong> other problemsat those places.As we noted earlier, most study <strong>of</strong> crime hot spots has relied onrout<strong>in</strong>e activities theory (see Cohen & Felson, 1979) as an explanationfor why crime trends vary at places <strong>and</strong> as a basis for construct<strong>in</strong>gpractical crime prevention approaches (see Eck & Weisburd,1995; Sherman et al., 1989). <strong>The</strong> ma<strong>in</strong> assumptions <strong>of</strong> this perspectiveare that specific characteristics <strong>of</strong> places such as the nature <strong>of</strong>guardianship, the presence <strong>of</strong> motivated <strong>of</strong>fenders, <strong>and</strong> the availability<strong>of</strong> suitable targets will strongly <strong>in</strong>fluence the likelihood <strong>of</strong> crim<strong>in</strong>alevents (see also Felson, 1994). Studies exam<strong>in</strong><strong>in</strong>g the factors thatpredict crime at micro places generally confirm this relationship (seeRoncek & Bell, 1981; Roncek & Maier, 1991; Smith, Frazee, &Davison, 2000; Weisburd et al., 2009; Weisburd et al., In progress).For example, juveniles are assumed to be attracted to very specifictypes <strong>of</strong> activities which <strong>in</strong> turn <strong>in</strong>fluence their “activity spaces”(Felson, 2006). Malls <strong>and</strong> movie theatres are well known “hangouts” for youth, <strong>and</strong> <strong>in</strong>deed such bus<strong>in</strong>esses seek to draw youngpeople as customers. Moreover, because such activity spaces willattract large numbers <strong>of</strong> not only potential <strong>of</strong>fenders, but also potentialtargets, we might expect large concentrations <strong>of</strong> juvenile crime <strong>in</strong>30


such places. For example, several researchers have found that juveniledel<strong>in</strong>quency is strongly associated with time spent socializ<strong>in</strong>g <strong>in</strong>unstructured activities with peers <strong>in</strong> the absence <strong>of</strong> authority figures(Agnew & Peterson, 1989; Osgood, Wilson, O’Malley, Bachman, &Johnston, 1996; Wallace & Bachman, 1991). <strong>The</strong> fact that juvenilesare most likely to victimize other juveniles (Snyder, 2003) re<strong>in</strong>forcesthe importance <strong>of</strong> such activity spaces <strong>in</strong> the development <strong>of</strong> juvenilecrime.Data from Weisburd et al.’s (2009) study <strong>of</strong> juvenile crime <strong>in</strong> Seattleprovide strong confirmation <strong>of</strong> the relevance <strong>of</strong> juvenile activityspaces <strong>and</strong> rout<strong>in</strong>e activity theory for underst<strong>and</strong><strong>in</strong>g the very highconcentration <strong>of</strong> juvenile arrest <strong>in</strong>cidents at places. Weisburd et al.were able to identify where crime events occurred <strong>and</strong> thus theywere able to describe the activity spaces most associated with hotspots <strong>of</strong> juvenile crime (see Table 1). <strong>The</strong> highest rate trajectories <strong>of</strong>juvenile crime hot spots (see trajectories 6–8) were much more likelyto have arrest <strong>in</strong>cidents committed at schools <strong>and</strong>/or youth centers,<strong>and</strong> shops/malls <strong>and</strong> restaurants, as compared to low rate trajectorygroups. In each <strong>of</strong> the low rate trajectory groups (1–4) fewer thanfour percent <strong>of</strong> the arrest <strong>in</strong>cidents occurred at schools or youthcenters. However, more than 30 percent <strong>of</strong> the arrest <strong>in</strong>cidents <strong>in</strong>trajectory group 8 occurred at a school or youth center. 12.7 percent<strong>of</strong> the <strong>in</strong>cidents <strong>in</strong> trajectory group 7 <strong>and</strong> 17.1 percent <strong>of</strong> the <strong>in</strong>cidents<strong>in</strong> trajectory group 6 occurred at a school or youth center. <strong>The</strong>differences between the high rate <strong>and</strong> low rate groups were evenmore pronounced when exam<strong>in</strong><strong>in</strong>g the proportion <strong>of</strong> arrest <strong>in</strong>cidentsfound at shops, malls <strong>and</strong> restaurants. While fewer than 15 percent<strong>of</strong> <strong>in</strong>cidents <strong>in</strong> each low rate trajectory group (1–4) occurred at thesetypes <strong>of</strong> locations, between 34.3 percent <strong>and</strong> 75.4 percent <strong>of</strong> arrest<strong>in</strong>cidents <strong>in</strong> trajectories 6 through 8 occurred at shops, malls <strong>and</strong>restaurants.31


Table 1: Juvenile Trajectory Group Membership by Location <strong>of</strong> Incident(N = 30,004).School,YouthCenterShops,Malls,RestaurantsStreet,Alley,PublicSpacesLocation <strong>of</strong> IncidentPrivateDwell<strong>in</strong>gBars,Clubs,TavernsOtherTotalGroup1 1.9% 10.2% 32.1% 47.3% .2% 8.3% 100.0%2 1.8% 2.1% 53.7% 34.3% .1% 8.0% 100.0%3 2.9% 4.8% 43.3% 40.1% .3% 8.6% 100.0%4 3.9% 14.3% 42.5% 29.8% .2% 9.3% 100.0%5 6.5% 26.0% 40.7% 14.3% .4% 12.2% 100.0%6 17.1% 34.3% 32.5% 5.2% 2.5% 8.4% 100.0%7 12.7% 75.4% 8.8% .2% .1% 2.9% 100.0%8 30.7% 38.9% 21.5% .7% .0% 8.0% 100.0%Source: Weisburd, Morris, <strong>and</strong> Gr<strong>of</strong>f (2009).<strong>The</strong>se data provide important support for the assumption that juvenilecrime is concentrated because <strong>of</strong> the concentration <strong>of</strong> juveniles<strong>in</strong> juvenile activity spaces. Incidents <strong>in</strong> the highest rate trajectorieswere most likely to be found at <strong>and</strong> around schools <strong>and</strong> youth centers,or shops, malls <strong>and</strong> restaurants. This means that hot spots <strong>of</strong>juvenile crime, as evidenced by arrest <strong>in</strong>cidents, are likely to be located<strong>in</strong> places where juvenile congregate. Not surpris<strong>in</strong>gly, givenWeisburd et al.’s (2009) focus on juvenile crime, very few arrest<strong>in</strong>cidents are found at bars, clubs <strong>and</strong> taverns. While prom<strong>in</strong>entactivity places for adults, <strong>and</strong> <strong>of</strong>ten crime hot spots (Roncek & Bell,1981; Roncek & Maier, 1991), they are not part <strong>of</strong> the activityspaces <strong>of</strong> juveniles.While rout<strong>in</strong>e activities theory has been a central feature <strong>of</strong> recent<strong>in</strong>terest <strong>in</strong> crime hot spots, it is important to note that other theoreticalapproaches might also be important <strong>in</strong> underst<strong>and</strong><strong>in</strong>g crimeat place <strong>and</strong> develop<strong>in</strong>g effective crime prevention approaches. Ecologicaltheories <strong>of</strong> social disorganization used to expla<strong>in</strong> crime patterns<strong>in</strong> communities (see Schmid, 1960a, 1960b; Shaw & McKay,1942 [1969]), for example, might also be applied to crime hot spots(see Smith et al., 2000). Recent research by Weisburd, Gr<strong>of</strong>f <strong>and</strong>Yang (In progress) suggests that social disorganization theories mayhave strong relevance for crime prevention at place.For example, scholars have recently emphasized the importance <strong>of</strong>“collective efficacy” <strong>in</strong> communities as an <strong>in</strong>dicator <strong>of</strong> a community’sability to realize common values <strong>and</strong> regulate behavior (see32


Sampson et al., 1997; Sampson, 2004). Us<strong>in</strong>g vot<strong>in</strong>g behavior at thestreet segment level as an <strong>in</strong>dicator <strong>of</strong> collective efficacy, Weisburdet al. f<strong>in</strong>d a direct relationship between collective efficacy <strong>and</strong> crimepatterns. As expected, the crime free <strong>and</strong> low activity segments havethe highest rates <strong>of</strong> collective efficacy as reflected by active vot<strong>in</strong>gpatterns. <strong>The</strong> chronic crime trajectory segments have the lowestevidence <strong>of</strong> vot<strong>in</strong>g participation (see Table 2). <strong>The</strong>se f<strong>in</strong>d<strong>in</strong>gs areparticularly important, because they suggest that <strong>in</strong> target<strong>in</strong>g hotspots <strong>of</strong> crime the police should also consider the social features <strong>of</strong>life at places. While many hot spots polic<strong>in</strong>g programs have reliedlargely upon <strong>in</strong>tensive enforcement to ameliorate crime problems(e.g. Braga et al., 1999; Sherman & Rogan, 1995a, 1995b), thesedata emphasize the importance <strong>of</strong> apply<strong>in</strong>g community polic<strong>in</strong>g <strong>and</strong>other strategies that might re<strong>in</strong>force the ability <strong>of</strong> residents <strong>of</strong> placesto br<strong>in</strong>g to force <strong>in</strong>formal social controls.Table 2: Relationship Between Collective Efficacy (Active Voters) <strong>and</strong>Trajectory Patterns.Classification <strong>of</strong> Trajectories% Active VotersInitial Value (1999)Pairwise Comparison ToCrime Free PatternCrime Free (n=12,033) 0.3534 N/ALow Stable (n=7,696) 0.4238 Low Decreas<strong>in</strong>g (n=2,212) 0.4164 Low Increas<strong>in</strong>g (n=903) 0.3151 Moderate Stable (n=292) 0.2472 High Decreas<strong>in</strong>g (n=574) 0.2388 High Increas<strong>in</strong>g (n=221) 0.2089 Chronic (n=247) 0.1741 Pattern has Significantly Higher Level <strong>of</strong> Collective Efficacy than Crime Free Pattern. Pattern has Significantly Lower Level <strong>of</strong> Collective Efficacy than Crime Free Pattern.Source: Weisburd, Gr<strong>of</strong>f, <strong>and</strong> Yang (<strong>in</strong> progress).Weisburd et al. f<strong>in</strong>d even stronger relationships between directmeasures <strong>of</strong> social disorganization <strong>and</strong> crime at the street segmentlevel. Us<strong>in</strong>g illegal dump<strong>in</strong>g as an immediate <strong>and</strong> visceral <strong>in</strong>dication<strong>of</strong> the social order <strong>of</strong> street segments they f<strong>in</strong>d a strong relationshipwith the trajectory patterns (see Table 3). <strong>The</strong> number <strong>of</strong> illegaldump<strong>in</strong>g <strong>in</strong>cidents <strong>in</strong>crease as the levels <strong>of</strong> crime <strong>in</strong> trajectory patterns<strong>in</strong>crease <strong>in</strong> the first year <strong>of</strong> observations. This relationship issignificant <strong>and</strong> strong across the trajectory group<strong>in</strong>gs. By far thelowest number <strong>of</strong> illegal dump<strong>in</strong>g <strong>in</strong>cidents is found <strong>in</strong> the crime freetrajectory pattern. In the low rate trajectory group<strong>in</strong>gs there areabout four times as many illegal dump<strong>in</strong>g <strong>in</strong>cidents, <strong>and</strong> <strong>in</strong> the high33


34rate trajectory patterns this <strong>in</strong>crease is more than tenfold as comparedwith the crime free trajectory pattern. For the chronic hotspots group the <strong>in</strong>crease is higher still.Look<strong>in</strong>g at change over time, the relationships are also strong. Forthe high <strong>in</strong>creas<strong>in</strong>g <strong>and</strong> moderate stable trajectory patterns the number<strong>of</strong> illegal dump<strong>in</strong>g <strong>in</strong>cidents <strong>in</strong>creases, though the change is statisticallysignificant only for the stable group<strong>in</strong>g. In contrast, <strong>in</strong> thehigh decreas<strong>in</strong>g trajectory pattern there is a statistically significantdecl<strong>in</strong>e <strong>in</strong> the number <strong>of</strong> illegal dump<strong>in</strong>g <strong>in</strong>cidents <strong>in</strong> the f<strong>in</strong>al observationperiod. <strong>The</strong> same pattern emerges look<strong>in</strong>g at the low ratetrajectory patterns. In the low <strong>in</strong>creas<strong>in</strong>g pattern there is about a onethird <strong>in</strong>crease <strong>in</strong> the number <strong>of</strong> illegal dump<strong>in</strong>g <strong>in</strong>cidents, <strong>and</strong> thechange is highly significant. <strong>The</strong>re is a statistically significant thoughmuch smaller decl<strong>in</strong>e <strong>in</strong> the low decreas<strong>in</strong>g pattern. <strong>The</strong> low stablepattern shows almost no change dur<strong>in</strong>g the period. <strong>The</strong>se data suggesta direct relationship between changes over time <strong>in</strong> social disorder<strong>and</strong> changes <strong>in</strong> crime at the street segment level.


Table 3: Relationship Between Number <strong>of</strong> Illegal Dump<strong>in</strong>g Incidents <strong>and</strong> Trajectory Patterns.TrajectoriesCrime Free(n=12,033)Low Stable(n=7,696)Low Decreas<strong>in</strong>g(n=2,212)Low Increas<strong>in</strong>g(n=903)Moderate Stable(n=292)High Decreas<strong>in</strong>g(n=574)High Increas<strong>in</strong>g(n=221)Chronic(n=247)IllegalDump<strong>in</strong>gInitial Value(93-95)PairwiseComparisonTo CrimeFree PatternIllegalDump<strong>in</strong>gEnd<strong>in</strong>g Value(02-04)BlockChangeOver TimeSig. <strong>of</strong> PairedSample testfor BlocksGroup MeanChange0.0373 N/A 0.0425 .0052 .012* 13.94%0.1455 0.1507 .0052 .307 3.57%0.1534 0.1308 -.0226 .013* -14.73%0.1694 0.2410 .0716 .000*** 42.27%0.3870 0.4840 .0970 .032* 25.06%0.4344 0.3333 -.1011 .008** -23.27%0.4736 0.5279 .0543 .383 11.47%0.6221 0.6923 .0702 .366 11.28% Pattern has Significantly Higher Number <strong>of</strong> Illegal Dump<strong>in</strong>g Incidents Than Crime Free Pattern. Pattern has Significantly Lower Number <strong>of</strong> Illegal Dump<strong>in</strong>g Incidents Than Crime Free Pattern.*** p


VII. <strong>The</strong> <strong>Empirical</strong> <strong>Evidence</strong>for Hot Spots Polic<strong>in</strong>g<strong>The</strong> basic research we have exam<strong>in</strong>ed so far establishes a strongbasis for the development <strong>of</strong> place-based polic<strong>in</strong>g. Crime is concentratedat a relatively small number <strong>of</strong> places <strong>in</strong> the city suggest<strong>in</strong>gthat place-based or hot spots polic<strong>in</strong>g provides an opportunity forthe police to be efficient <strong>in</strong> tackl<strong>in</strong>g crime problems. Those placesmoreover represent long term chronic crime locations, <strong>and</strong> do notsimply shift from year to year. If the police can be successful at ameliorat<strong>in</strong>gcrime problems at places this suggests that there will belong term crime benefits. Additionally, crime at place is not simply aproxy for crime <strong>in</strong> communities. <strong>The</strong> basic research on crime atplace suggests that much <strong>of</strong> the action <strong>of</strong> crime is occurr<strong>in</strong>g at thesesmall geographic units we have termed crime places, <strong>and</strong> that focuson larger areas such as beats, prec<strong>in</strong>cts or communities would leadto a loss <strong>of</strong> efficiency <strong>and</strong> effectiveness <strong>in</strong> crime prevention efforts.F<strong>in</strong>ally, we have already a strong body <strong>of</strong> knowledge suggest<strong>in</strong>g thefactors that <strong>in</strong>fluence crime <strong>and</strong> place, <strong>and</strong> thus a basis for identify<strong>in</strong>gcrime prevention practices for police at crime hot spots.Importantly, this basic research is re<strong>in</strong>forced by strong scientificevidence <strong>of</strong> the ability <strong>of</strong> the police to effectively respond to crime atplace. A series <strong>of</strong> r<strong>and</strong>omized field trials show that polic<strong>in</strong>g that isfocused on hot spots can result <strong>in</strong> mean<strong>in</strong>gful reductions <strong>in</strong> crime<strong>and</strong> disorder (see Braga, 2001, 2005, 2007). <strong>The</strong> first <strong>of</strong> these, theM<strong>in</strong>neapolis Hot Spots Patrol Experiment (Sherman & Weisburd,1995), used computerized mapp<strong>in</strong>g <strong>of</strong> crime calls to identify 110 hotspots <strong>of</strong> roughly street-block length. Police patrol was doubled onaverage for the experimental sites over a ten-month period. <strong>The</strong>study found that the experimental as compared with the control hotspots experienced statistically significant reductions <strong>in</strong> crime calls<strong>and</strong> observed disorder. In another r<strong>and</strong>omized experiment, the Kan-36


sas City Crack House Raids Experiment (Sherman & Rogan,1995a), crackdowns on drug locations were also found to lead tosignificant relative improvements <strong>in</strong> the experimental sites, althoughthe effects (measured by citizen calls <strong>and</strong> <strong>of</strong>fense reports) were modest<strong>and</strong> decayed <strong>in</strong> a short period. In yet another r<strong>and</strong>omized trial,however, Eck <strong>and</strong> Wartell (1996) found that if the raids were immediatelyfollowed by police contacts with l<strong>and</strong>lords, crime preventionbenefits could be re<strong>in</strong>forced <strong>and</strong> would be susta<strong>in</strong>ed for longer periods.More general crime <strong>and</strong> disorder effects are also reported <strong>in</strong> threeother r<strong>and</strong>omized controlled experiments that tested a more tailored,problem-oriented approach to deal<strong>in</strong>g with crime hot spots. Inthe Jersey City Problem-Oriented Polic<strong>in</strong>g <strong>in</strong> Violent <strong>Place</strong>s experiment(Braga et al., 1999), strong statistically significant reductions<strong>in</strong> total crime <strong>in</strong>cidents <strong>and</strong> total crime calls were found <strong>in</strong> thetreatment hot spots relative to the control hot spots. Importantly, allcrime categories experienced reductions <strong>and</strong> observational data revealedstatistically significant decl<strong>in</strong>es <strong>in</strong> social <strong>and</strong> physical disorderas well. In the Jersey City Drug Market Analysis Program experiment(Weisburd & Green, 1995a), hot spots polic<strong>in</strong>g tactics werefound to be more effective at reduc<strong>in</strong>g disorder at drug hot spotsthan generalized enforcement. In the Oakl<strong>and</strong> Beat Health study,Mazerolle <strong>and</strong> Roehl (1998) also reported strong reductions <strong>in</strong> crime<strong>and</strong> disorder <strong>in</strong> an experimental evaluation <strong>of</strong> civil remedy <strong>in</strong>terventionsat specific drug-<strong>in</strong>volved locations.Nonexperimental studies provide similar f<strong>in</strong>d<strong>in</strong>gs. For <strong>in</strong>stance,the Kansas City Gun Project evaluation (Sherman & Rogan, 1995b)found strong crime control ga<strong>in</strong>s for hot spots polic<strong>in</strong>g approaches.Us<strong>in</strong>g <strong>in</strong>tensive enforcement <strong>in</strong> an eight by ten block area, <strong>in</strong>clud<strong>in</strong>gtraffic stops <strong>and</strong> searches, Sherman <strong>and</strong> Rogan (1995b) reported a65 percent <strong>in</strong>crease <strong>in</strong> guns seized by the police <strong>and</strong> a 49 percentdecrease <strong>in</strong> gun crimes <strong>in</strong> the treatment area relative to a matchedcontrol area. Hope (1994) exam<strong>in</strong>ed the effects <strong>of</strong> a problemorientedpolic<strong>in</strong>g strategy, which relied primarily on traditional lawenforcement tactics, on total calls for service <strong>in</strong> three drug hot spotlocations <strong>in</strong> St. Louis, Missouri. <strong>The</strong> evaluation compared total calls<strong>in</strong> the targeted drug hot spots to addresses proximate to the treatmentlocations <strong>and</strong> blocks <strong>in</strong> the surround<strong>in</strong>g areas. Hope (1994)reported significant crime reductions <strong>in</strong> the treatment locationswhen compared to the control locations.This strong body <strong>of</strong> rigorous evaluations led the National ResearchCouncil Committee to Review Research on Police <strong>Policy</strong> <strong>and</strong>Practices to conclude <strong>in</strong> 2004:<strong>The</strong>re has been <strong>in</strong>creas<strong>in</strong>g <strong>in</strong>terest over the past two decades <strong>in</strong>police practices that target very specific types <strong>of</strong> crimes, crimi-37


nals, <strong>and</strong> crime places. In particular, polic<strong>in</strong>g crime hot spots hasbecome a common police strategy for reduc<strong>in</strong>g crime <strong>and</strong> disorderproblems. While there is only prelim<strong>in</strong>ary evidence suggest<strong>in</strong>gthe effectiveness <strong>of</strong> target<strong>in</strong>g specific types <strong>of</strong> <strong>of</strong>fenders, a strongbody <strong>of</strong> evidence suggests that tak<strong>in</strong>g a focused geographic approachto crime problems can <strong>in</strong>crease the effectiveness <strong>of</strong> polic<strong>in</strong>g(2004:35).Further evidence <strong>of</strong> the effectiveness <strong>of</strong> hot spots comes from aCampbell Collaboration systematic review conducted by AnthonyBraga (2001, 2005, 2007). A Campbell review <strong>in</strong>volves a more systematicreview <strong>of</strong> the literature than a narrative review <strong>and</strong>, whenappropriate, uses meta-analysis to provide a statistical summary <strong>of</strong>the literature (Lipsey & Wilson, 2001). In keep<strong>in</strong>g with Campbellst<strong>and</strong>ards, eligible studies <strong>in</strong>cluded only those that exam<strong>in</strong>ed crimeplaces that received the hot spots polic<strong>in</strong>g <strong>in</strong>tervention compared toplaces that experienced rout<strong>in</strong>e levels <strong>of</strong> traditional police service.N<strong>in</strong>e eligible studies were identified <strong>and</strong> <strong>in</strong>cluded <strong>in</strong> the Campbellreview, several <strong>of</strong> which were described above:1. M<strong>in</strong>neapolis Repeat Call Address Polic<strong>in</strong>g (RECAP) Program(Sherman, Buerger, & Gart<strong>in</strong>, 1989)*2. M<strong>in</strong>neapolis Hot Spots Patrol Program (Sherman & Weisburd,1995)*3. Jersey City Drug Markets Analysis Program (DMAP) (Weisburd& Green, 1995a)*4. Jersey City Problem-Oriented Polic<strong>in</strong>g at Violent <strong>Place</strong>s Project(Braga et al., 1999)*5. St. Louis Problem-Oriented Polic<strong>in</strong>g <strong>in</strong> Three Drug Market LocationsStudy (Hope, 1994)6. Kansas City Gun Project (Sherman & Rogan, 1995b)7. Kansas City Crack House Police Raids Program (Sherman &Rogan, 1995a)*8. Houston Targeted Beat Program (Caeti, 1999)9. Beenleigh, Australia Calls for Service Project (Crim<strong>in</strong>al JusticeCommission, 1998)<strong>The</strong>se n<strong>in</strong>e evaluations were conducted <strong>in</strong> five large cities <strong>in</strong> theUnited States <strong>and</strong> one suburb <strong>in</strong> Australia. Five <strong>of</strong> the selected studiesused r<strong>and</strong>omized experimental designs (<strong>in</strong>dicated with an asterisk<strong>in</strong> the list above) <strong>and</strong> four used non-equivalent control group quasiexperimentaldesigns. <strong>The</strong> treatments used to prevent crime at hotspots fell <strong>in</strong>to three broad categories: enforcement problem-orientedpolic<strong>in</strong>g <strong>in</strong>terventions, directed <strong>and</strong> aggressive patrol programs, <strong>and</strong>police crackdowns <strong>and</strong> raids (see Braga, 2001, 2005, 2007 for more<strong>in</strong>formation on each study).38


<strong>The</strong> Campbell review reported noteworthy crime <strong>and</strong> disorderreductions <strong>in</strong> seven <strong>of</strong> the n<strong>in</strong>e selected studies. Due to <strong>in</strong>consistentreport<strong>in</strong>g <strong>of</strong> program effects <strong>in</strong> the quasi-experimental studies, onlyr<strong>and</strong>omized trials were <strong>in</strong>cluded <strong>in</strong> the Campbell review metaanalysis(Braga, 2005, 2007). S<strong>in</strong>ce all hot spots polic<strong>in</strong>g experimentsused citizen calls for service as an outcome measure, the ma<strong>in</strong>effect size for each study was calculated based on the statistics reportedfor key calls for service f<strong>in</strong>d<strong>in</strong>gs. <strong>The</strong>se effect sizes are reported<strong>in</strong> Table 4.<strong>The</strong> effect size <strong>of</strong> the hot spots polic<strong>in</strong>g <strong>in</strong>tervention on the treatmentplaces relative to control places was very large (2.05) <strong>and</strong> statisticallysignificant <strong>in</strong> the Jersey City Problem-Oriented Polic<strong>in</strong>g atViolent <strong>Place</strong>s experiment. While the study reported a very largeeffect size, its <strong>in</strong>fluence on the overall meta-analysis was moderatedby its small sample size <strong>and</strong> correspond<strong>in</strong>gly small <strong>in</strong>verse varianceweight. <strong>The</strong> Jersey City DMAP experiment <strong>in</strong>tervention also had alarge statistically significant effect size (.689) <strong>and</strong> the M<strong>in</strong>neapolisHot Spots Patrol experiment <strong>in</strong>tervention had a moderate statisticallysignificant effect size (.322). <strong>The</strong> Kansas City Crack HouseRaid experiment <strong>and</strong> the M<strong>in</strong>neapolis RECAP experiment at commercialaddresses had smaller non-statistically significant effect sizesthat favored the treatment places relative to the controls (.219 <strong>and</strong>.089, respectively). <strong>The</strong> M<strong>in</strong>neapolis RECAP experiment at residentialaddresses had a very small, non-statistically significant effect sizethat slightly favored the control places relative to the treatmentplaces.S<strong>in</strong>ce the distribution <strong>of</strong> effect sizes was found to be heterogeneous,the Campbell review used a r<strong>and</strong>om-effects meta-analytic modelto calculate the mean effect size for all studies. Overall, the Campbellreview found that hot spots polic<strong>in</strong>g <strong>in</strong>terventions reduced citizencalls for service <strong>in</strong> the treatment places relative to the controlplaces (Braga, 2005, 2007). <strong>The</strong> mean effect size for the hot spotspolic<strong>in</strong>g <strong>in</strong>tervention for the six studies was moderate (.345) <strong>and</strong>statistically significant. When the RECAP study was not <strong>in</strong>cluded <strong>in</strong>the meta-analysis due to methodological concerns, the mean effectsize was large (.632) <strong>and</strong> statistically significant.39


Table 4: Meta-Analysis <strong>of</strong> Hot Spots Experiment Effect Sizes for Ma<strong>in</strong> Outcomes.ExperimentEffectSizeSt<strong>and</strong>ardErrorInv. Var. Weight(% Total Weight)95% C.I.Jersey City POP 2.05* .504 3.93(1.8%)Jersey City DMAP .689* .275 13.21(6.0%)M<strong>in</strong>neapolis Patrol .322* .142 27.15(12.3%)Kansas City Crack .219 .139 51.32(23.3%)M<strong>in</strong>neapolis RECAPCommercialM<strong>in</strong>neapolis RECAPResidentialMeta-AnalysisAll StudiesMeta-Analysisw/o RECAP* p < .05.089 .127 62.49(28.3%)-.009 .127 62.49(28.3%)Upper 3.04Lower 1.06Upper 1.23Lower .15Upper .60Lower .044Upper .492Lower -.054Upper .337Lower -.159Upper .238Lower -.256.345* .150 Total Weight = 220.59 Upper .640Lower .058.632* .253 Total Weightw/o RECAP =95.61Upper 1.13Lower .138S<strong>in</strong>ce the publication <strong>of</strong> the most recent iteration <strong>of</strong> the Campbellreview, an additional r<strong>and</strong>omized controlled experiment evaluat<strong>in</strong>gthe crime prevention benefits <strong>of</strong> hot spots polic<strong>in</strong>g has been completed.In Lowell, Massachusetts, a r<strong>and</strong>omized controlled experimentevaluated the effects <strong>of</strong> polic<strong>in</strong>g disorder, with<strong>in</strong> a problemorientedpolic<strong>in</strong>g framework, at crime <strong>and</strong> disorder hot spots (Braga& Bond, 2008). Thirty-four hot spots were matched <strong>in</strong>to 17 pairs<strong>and</strong> one member <strong>of</strong> each pair was allocated to treatment conditions<strong>in</strong> a r<strong>and</strong>omized block field experiment. <strong>The</strong> impact evaluation revealeda statistically significant 20 percent reduction <strong>in</strong> crime <strong>and</strong>disorder calls for service at the treatment places relative to the controlplaces. Analyses <strong>of</strong> systematic observation data also revealedsignificant reductions <strong>in</strong> social <strong>and</strong> physical disorder at the treatmentplaces relative to the control places.In sum, the empirical research is highly supportive <strong>of</strong> hot spotspolic<strong>in</strong>g. Several experimental <strong>and</strong> quasi-experimental studies havedemonstrated that a focus on small high crime geographic areas canhave a positive <strong>and</strong> statistically significant impact on crime <strong>and</strong> disorder.While empirical support for hot spots polic<strong>in</strong>g is strong, suchapproaches would be much less useful if they simply displaced crimeto other nearby places. <strong>The</strong> issue <strong>of</strong> displacement effects is reviewed<strong>in</strong> the next section.40


VIII. Does Crime Just MoveAround the Corner?Crime displacement is the notion that efforts to elim<strong>in</strong>ate specificcrimes at a place will simply cause crim<strong>in</strong>al activity to move elsewhere,be committed <strong>in</strong> another way, or even be manifested as anothertype <strong>of</strong> crime, thus negat<strong>in</strong>g any crime control ga<strong>in</strong>s (Reppetto,1976). This perspective on the crime prevention effectiveness<strong>of</strong> police efforts to control problem places developed from dispositionaltheories <strong>of</strong> crim<strong>in</strong>al motivations, <strong>and</strong> the views <strong>of</strong> these skepticswere supported by early studies <strong>of</strong> opportunity-reduc<strong>in</strong>g measures(Clarke, 1980; Gabor, 1990). For <strong>in</strong>stance, although exact faresystems reduced the number <strong>of</strong> robberies on New York City buses, acorrespond<strong>in</strong>g <strong>in</strong>crease <strong>in</strong> robberies occurred <strong>in</strong> the subways(Chaiken, Lawless, & Stevenson, 1974). In addition, traditionalpolice efforts to control street level drug markets have been assumedto be quite susceptible to spatial, temporal, <strong>and</strong> tactical displacement(see Caulk<strong>in</strong>s, 1992; Eck, 1993; Sherman, 1990).S<strong>in</strong>ce 1990 there have been four ma<strong>in</strong> reviews <strong>of</strong> empirical studiesthat report on displacement: Barr <strong>and</strong> Pease (1990); Eck (1993);Hessel<strong>in</strong>g (1994); <strong>and</strong> Guerette <strong>and</strong> Bowers (2009). <strong>The</strong> four reviewsvary <strong>in</strong> their comprehensiveness. Barr <strong>and</strong> Pease restrictedtheir review to studies from the United K<strong>in</strong>gdom. Eck reviewed 33studies from the United States, Canada, the United K<strong>in</strong>gdom, <strong>and</strong>other countries pr<strong>in</strong>ted <strong>in</strong> English. Hessel<strong>in</strong>g exam<strong>in</strong>ed 55 studiesfrom North America, Europe <strong>and</strong> other areas pr<strong>in</strong>ted <strong>in</strong> English orDutch. Guerette <strong>and</strong> Bowers’s systematic review exam<strong>in</strong>ed 102 studies<strong>of</strong> situational crime prevention. All four reviews arrived at threebasic conclusions. First, there is little evidence <strong>of</strong> crime preventionstrategies that displaced as much crime as was prevented. Second,displacement, when it occurs, is usually less than the amount <strong>of</strong>crime prevented. And third, for crime prevention evaluations that41


42reported on displacement, the most common f<strong>in</strong>d<strong>in</strong>g was that therewas no evidence <strong>of</strong> displacement. In sum, most studies found no, ornegligible, displacement <strong>of</strong> crime.<strong>The</strong>se results must be taken with three important caveats. First,the amount <strong>of</strong> displacement depends, <strong>in</strong> part, on the type <strong>of</strong> <strong>in</strong>terventionbe<strong>in</strong>g used. For example, Hessel<strong>in</strong>g (1994) suggests thattarget harden<strong>in</strong>g may displace more crime than access control. Second,the amount <strong>of</strong> displacement also depends, <strong>in</strong> part, on the crimeor disorder be<strong>in</strong>g prevented. Eck (1993) suggests that drug deal<strong>in</strong>gmay be more likely to displace than other forms <strong>of</strong> crime (though seeWeisburd <strong>and</strong> Green, 1995b for the opposite view) <strong>and</strong> that certa<strong>in</strong>forms <strong>of</strong> drug markets are particularly susceptible to displacement.Third, <strong>and</strong> most importantly, because the studies did not set out toexam<strong>in</strong>e displacement, it was rare that evaluators were able to use amethodologically sound research design for detect<strong>in</strong>g it (see Weisburd<strong>and</strong> Green, 1995b). This is the case <strong>in</strong> part because researchersmust make decisions about the allocation <strong>of</strong> scarce research funds<strong>and</strong> resources. If, for example, a researcher is unsure about the directcrime control benefits <strong>of</strong> a program, it makes sense to <strong>in</strong>vest <strong>in</strong>assess<strong>in</strong>g the direct target effects rather than outcomes that are importantonly if a target effect is found.Spatial displacement represents a direct <strong>and</strong> significant threat toplace-based polic<strong>in</strong>g. If crime will simply move around the corner asa response to targeted police programs at hot spots, there is littlepo<strong>in</strong>t <strong>in</strong> carry<strong>in</strong>g out hot spots polic<strong>in</strong>g programs. <strong>The</strong> research evidenceregard<strong>in</strong>g displacement <strong>in</strong> hot spots polic<strong>in</strong>g is particularlystrong <strong>and</strong> consistent. <strong>The</strong>re is little evidence <strong>of</strong> displacement <strong>of</strong>crime to areas nearby targeted hot spots. Indeed, a series <strong>of</strong> studiessuggest that there is likely to be what Clarke <strong>and</strong> Weisburd (1994)have termed a “diffusion <strong>of</strong> crime prevention benefits” to areas nearto hot spots polic<strong>in</strong>g targets. In this sense, the crime prevention ga<strong>in</strong>sfor hot spots polic<strong>in</strong>g seem to spread out from targeted locations.In the Jersey City Drug Market Analysis Experiment (Weisburd &Green 1995a), for example, displacement with<strong>in</strong> two block areasaround each hot spot was measured. No significant displacement <strong>of</strong>crime or disorder calls was found. Importantly, however, the <strong>in</strong>vestigatorsfound that drug-related <strong>and</strong> public-morals calls actuallydecl<strong>in</strong>ed <strong>in</strong> the displacement areas. This “diffusion <strong>of</strong> crime controlbenefits” was also reported <strong>in</strong> the Jersey City Violent Crime <strong>Place</strong>sexperiment (Braga et al., 1999), the Beat Health study (Mazerolle &Roehl, 1998), <strong>and</strong> the Kansas City Gun Project (Sherman & Rogan,1995b). In each <strong>of</strong> these studies, no displacement <strong>of</strong> crime was reported,<strong>and</strong> some improvement <strong>in</strong> the surround<strong>in</strong>g areas was found.Only Hope (1994) reports direct displacement <strong>of</strong> crime, althoughthis occurred only <strong>in</strong> the area immediate to the treated locations <strong>and</strong>the displacement effect was much smaller overall than the crime


prevention effect. <strong>The</strong> Campbell systematic review described aboveexam<strong>in</strong>ed displacement data for five <strong>of</strong> the n<strong>in</strong>e studies, f<strong>in</strong>d<strong>in</strong>g thatnone reported substantial immediate spatial displacement <strong>of</strong> crime<strong>in</strong>to areas surround<strong>in</strong>g the targeted locations (Braga, 2001, 2005,2007).While much attention has been paid to the idea <strong>of</strong> displacement,methodological problems associated with its measurement have<strong>of</strong>ten been overlooked (Weisburd & Green, 1995b; for exceptionssee Barr & Pease, 1990 <strong>and</strong> Pease, 1991). This is not to say thatdisplacement has not been studied; only that empirical exam<strong>in</strong>ations<strong>of</strong> displacement or diffusion have been a byproduct <strong>of</strong> the study <strong>of</strong>someth<strong>in</strong>g else. Typically, knowledge <strong>of</strong> displacement or diffusionhas been ga<strong>in</strong>ed from a study that was primarily about the effects <strong>of</strong>an <strong>in</strong>novative crime prevention program. <strong>The</strong> problem is that astudy that is designed to measure direct program effects will likelyface significant methodological problems <strong>in</strong> measur<strong>in</strong>g displacementor diffusion (Weisburd & Green, 1995b).A recent study by Weisburd <strong>and</strong> colleagues (2006) <strong>of</strong> hot spotspolic<strong>in</strong>g <strong>in</strong>terventions at drug <strong>and</strong> prostitution markets explicitlyexam<strong>in</strong>ed spatial displacement <strong>and</strong> diffusion as a primary outcome<strong>and</strong> presents important <strong>in</strong>sights about why crime does not simplymove around the corner as a response to targeted polic<strong>in</strong>g efforts atcrime hot spots. To exam<strong>in</strong>e displacement <strong>and</strong> diffusion effects, awealth <strong>of</strong> data was collected <strong>in</strong> the <strong>in</strong>tervention target areas <strong>and</strong>surround<strong>in</strong>g catchment areas, approximately two blocks surround<strong>in</strong>geach target area. <strong>The</strong> study employed analyses <strong>of</strong> more than6,000 20-m<strong>in</strong>ute social observations at the research sites, supplementedby <strong>in</strong>terviews with arrestees from the target areas <strong>and</strong> ethnographicfield observations.Quantitative f<strong>in</strong>d<strong>in</strong>gs <strong>in</strong>dicated that for the crime hot spots exam<strong>in</strong>ed,crime did not simply move around the corner <strong>in</strong> response to<strong>in</strong>tensive police crime prevention efforts at places. Indeed, the studysupported the position that the most likely outcome <strong>of</strong> such focusedcrime prevention efforts is a diffusion <strong>of</strong> crime control benefits tonearby areas. This is illustrated <strong>in</strong> Figure 8, which documents observedprostitution events <strong>in</strong> the target <strong>and</strong> displacement catchmentareas dur<strong>in</strong>g the period <strong>of</strong> the study. Here, as <strong>in</strong> other analyses conductedby Weisburd et al. (2006), crime did not go up <strong>in</strong> the catchmentareas after there were strong crime prevention ga<strong>in</strong>s at thetarget site. Indeed, the catchment areas followed a similar pattern tothe target site, suggest<strong>in</strong>g a diffusion <strong>of</strong> crime control benefits.43


Figure 8: Observed Prostitution Events <strong>in</strong> the Target <strong>and</strong> DisplacementCatchment Areas.Prostitution SiteAverage Number <strong>of</strong> Observed Prostitution Activities per Segment per Wave3.00Average Number <strong>of</strong> ObservedProstitution Activities2.502.001.501.000.500.00Sep Oct Nov Dec Jan Feb Mar Apr MayNote: Black vertical l<strong>in</strong>es <strong>in</strong>dicate the beg<strong>in</strong>n<strong>in</strong>g <strong>and</strong> end <strong>of</strong> the police <strong>in</strong>tervention period.Source: Weisburd et al. (2006).An exam<strong>in</strong>ation <strong>of</strong> the ethnographic field work <strong>and</strong> arrestee <strong>in</strong>terviewsre<strong>in</strong>force rout<strong>in</strong>e activities <strong>and</strong> rational choice perspectives asa means to help underst<strong>and</strong> why there was little evidence <strong>of</strong> spatialdisplacement. Rational choice theories emphasize the importance <strong>of</strong>the balanc<strong>in</strong>g <strong>of</strong> effort, risks <strong>and</strong> opportunities with the benefits thatwill be ga<strong>in</strong>ed from crim<strong>in</strong>al activities (Clarke & Cornish, 1985,2001). <strong>The</strong> qualitative data collected by Weisburd et al. (2006), <strong>in</strong>turn, suggest that spatial movement from crime sites <strong>in</strong>volves substantialeffort <strong>and</strong> risk by <strong>of</strong>fenders.A number <strong>of</strong> the <strong>of</strong>fenders they spoke to compla<strong>in</strong>ed about thetime <strong>and</strong> effort it would take to reestablish their activities <strong>in</strong> otherareas as a reaction to the police <strong>in</strong>tervention. One respondent arrestedat the drug crime site, for example, expla<strong>in</strong>ed that it is difficultto move because the “money won’t be the same,” that he“would have to start from scratch,” <strong>and</strong> that it “takes time to buildup customers.” Fear <strong>of</strong> victimization was also an important factor <strong>in</strong>prevent<strong>in</strong>g spatial displacement. One prostitute provided a keensense <strong>of</strong> why, for safety reasons, it is important to have “regulars”.“If they aren’t regulars, I try to feel them out. I use precautions. Inever will get <strong>in</strong>to a car with two men. I always check the doorsto make sure I can get out if I need to, like if an emergencyarises, like a guy try<strong>in</strong>g to hurt me. I will always go <strong>in</strong>to an area I44


know. This way, if I need help, I know that somehow I can f<strong>in</strong>dsomeone or get someone’s attention. But, <strong>in</strong> the same way, Idon’t go <strong>in</strong>to an area that would give away what I am do<strong>in</strong>g <strong>and</strong>get me arrested. I basically don’t let the guys take me where theywant to go. If they <strong>in</strong>sist on this, then I make them pay me upfront, before the zipper goes down.” (Brisgone, 2004:129)Another respondent expla<strong>in</strong>ed that go<strong>in</strong>g to a different area <strong>of</strong> townwas difficult because other prostitutes got angry <strong>and</strong> told her “this isour turf, stay away”. Similar resistance to displacement was evident<strong>in</strong> <strong>in</strong>terviews with <strong>of</strong>fenders arrested <strong>in</strong> the drug crime site. <strong>The</strong> drugdealers’ <strong>in</strong>timacy with the area <strong>in</strong> which they worked was one <strong>of</strong> theprimary mechanisms prevent<strong>in</strong>g spatial displacement. A number <strong>of</strong>dealers expla<strong>in</strong>ed that you work near where you live because that isyour “turf.” One arrestee elaborates, “you really can’t deal <strong>in</strong> areasyou aren’t liv<strong>in</strong>g <strong>in</strong>, it a<strong>in</strong>’t your turf. That’s how people get themselveskilled” (Weisburd et al., 2006:578)Another emphasis <strong>of</strong> rational choice theorists is that the factors<strong>in</strong>fluenc<strong>in</strong>g <strong>of</strong>fender choices are <strong>of</strong>ten very similar to those <strong>of</strong> non<strong>of</strong>fenders(Cornish & Clarke, 1986). This <strong>in</strong>sight has been part <strong>of</strong> anumber <strong>of</strong> important crim<strong>in</strong>ological perspectives (e.g. see Akers,1973; Sutherl<strong>and</strong>, 1947), but it is sometimes lost <strong>in</strong> the identification<strong>of</strong> <strong>in</strong>dividuals as crim<strong>in</strong>als <strong>and</strong> the crim<strong>in</strong>ological focus on whatdist<strong>in</strong>guishes them from non-crim<strong>in</strong>als (Weisburd & War<strong>in</strong>g, 2001).One important explanation for the resistance to spatial displacementis simply that <strong>of</strong>fenders, like non-<strong>of</strong>fenders, come to feel comfortablewith their home turf <strong>and</strong> the people that they encounter. As withnon-<strong>of</strong>fenders, mov<strong>in</strong>g jobs or homes can be seen as an important<strong>and</strong> difficult change <strong>in</strong> life circumstances. One prostitute expla<strong>in</strong>ed,for example:“I walked over (to the graveyard cemetery) <strong>and</strong> I didn’t th<strong>in</strong>k I’dmake money. It was unfamiliar to me. It was like, It was like . . .unfamiliar to me. I didn’t know the guys (clients).On Cornelisonyou recognize the guys. I know from be<strong>in</strong>g out there every day(on Cornelison), the cars, the faces. It’s different. In my area, Iknow the people. Up on 'the hill' -- I don’t really know the peopleat that end <strong>of</strong> town.” (Brisgone, 2004:199)While these data re<strong>in</strong>force rout<strong>in</strong>e activities <strong>and</strong> rational choice perspectives,<strong>and</strong> help us underst<strong>and</strong> why Weisburd et al. observe littleevidence <strong>of</strong> spatial displacement <strong>in</strong> their data, they do not expla<strong>in</strong>why there is a significant diffusion <strong>of</strong> crime control benefits both <strong>in</strong>the prostitution <strong>and</strong> drug crime sites. Even if there is good reasonnot to move to other sites either because they do not <strong>of</strong>fer similar45


opportunities, or <strong>in</strong>crease the risks for <strong>of</strong>fenders, why should observedcrime <strong>and</strong> disorder go down <strong>in</strong> those areas?Weisburd et al. argue that deterrence played a central role <strong>in</strong> thediffusion processes they observed (see Clarke & Weisburd, 1994). 4In <strong>in</strong>terviews with <strong>of</strong>fenders arrested <strong>in</strong> the target areas, they foundthat they <strong>of</strong>ten did not have a clearly def<strong>in</strong>ed underst<strong>and</strong><strong>in</strong>g <strong>of</strong> thegeographic scope <strong>of</strong> police activities. Such underst<strong>and</strong><strong>in</strong>g <strong>of</strong>ten improved<strong>in</strong> what might be termed a “learn<strong>in</strong>g curve” over time (Brisgone,2004). Nonetheless, the qualitative data suggest that <strong>of</strong>fendersacted <strong>in</strong> a context <strong>of</strong> what rational choice theorists call “boundedrationality” (Johnson & Payne, 1986) <strong>in</strong> which they made assumptionsabout police behavior that were based on limited or <strong>in</strong>correct<strong>in</strong>formation. In this context, they <strong>of</strong>ten assumed that the crackdownswere not limited to the target areas but were part <strong>of</strong> a moregeneral <strong>in</strong>crease <strong>in</strong> police enforcement.Support for this argument is found <strong>in</strong> a review <strong>of</strong> situational crimeprevention studies conducted by Smith, Clarke <strong>and</strong> Pease (2002).Exam<strong>in</strong><strong>in</strong>g a phenomenon they describe as “anticipatory crime preventionbenefits,” they f<strong>in</strong>d that <strong>in</strong> about 40 percent <strong>of</strong> studies reviewed,crime decl<strong>in</strong>ed before the <strong>in</strong>tervention had begun. Smith <strong>and</strong>her colleagues argue that the crime prevention benefit <strong>in</strong> such casescan be traced primarily to “publicity” or “dis<strong>in</strong>formation.” <strong>The</strong>yspeculate that such factors as pre-program media reports about <strong>in</strong>terventions,the visibility <strong>of</strong> preparations for <strong>in</strong>terventions (e.g. the<strong>in</strong>stallation <strong>of</strong> CCTV), or “hearsay” regard<strong>in</strong>g impend<strong>in</strong>g policeactions, lead potential <strong>of</strong>fenders to assume that the risks or effortsassociated with <strong>of</strong>fend<strong>in</strong>g have <strong>in</strong>creased. It may be that a similarprocess <strong>of</strong> “dis<strong>in</strong>formation” occurred <strong>in</strong> the Weisburd et al. (2006)study, based on <strong>of</strong>fender observations <strong>of</strong> police activities <strong>in</strong> the targetareas, <strong>in</strong>formation from <strong>of</strong>fenders who had been the subject <strong>of</strong>police actions, or from other members <strong>of</strong> the community.<strong>The</strong> evidence to date challenges strongly the assumption that targetedcrime prevention at places will have little overall benefit because<strong>of</strong> displacement <strong>of</strong> crime. Indeed, the evidence regard<strong>in</strong>g spatialdisplacement, which is most relevant to place-based polic<strong>in</strong>g,strongly supports the conclusion that hot spots polic<strong>in</strong>g will lead toa diffusion <strong>of</strong> crime prevention benefits to nearby areas.4Another possible explanation for diffusion <strong>of</strong> crime control benefits <strong>in</strong> the catchmentareas is “<strong>in</strong>capacitation.” Many <strong>of</strong>fenders were arrested <strong>in</strong> the target areas, <strong>and</strong> if these<strong>in</strong>dividuals were also responsible for crime <strong>in</strong> the catchment areas, we might expectobserved crime <strong>and</strong> disorder to have decl<strong>in</strong>ed <strong>in</strong> the catchment areas. However, despitethe <strong>in</strong>tensive enforcement activities at the target sites, many <strong>of</strong>fenders rema<strong>in</strong>edactive <strong>in</strong> these areas throughout the study period. Few prostitutes studied were imprisonedfor extended periods, <strong>and</strong> most arrests led to just one or a few days <strong>of</strong>f the street.Though a Violent Offender Removal Program <strong>in</strong> the drug site was <strong>in</strong>tended to remove<strong>of</strong>fenders from the drug site for longer periods, only a small proportion <strong>of</strong> active <strong>of</strong>fenderswere actually prosecuted <strong>in</strong> the program.46


IX. Reduc<strong>in</strong>g LegalConstra<strong>in</strong>ts whileDecreas<strong>in</strong>g Arrests <strong>and</strong>Incarceration <strong>of</strong> OffendersPolice <strong>of</strong>ten compla<strong>in</strong> that their h<strong>and</strong>s are tied <strong>in</strong> do<strong>in</strong>g someth<strong>in</strong>gabout crim<strong>in</strong>als. While the extent <strong>of</strong> legal constra<strong>in</strong>ts on polic<strong>in</strong>g arethe source <strong>of</strong> much debate (Bittner, 1967; Ohl<strong>in</strong> & Rem<strong>in</strong>gton,1993; NRC, 2004; Vollmer, 1933; Wickersham Commission, 1931;Wilson, 1950), it is clear that place-based polic<strong>in</strong>g <strong>of</strong>fers a target forpolice <strong>in</strong>terventions that is less protected by traditional legal guarantees.<strong>The</strong> common law <strong>and</strong> our legal traditions have placed less concernover the rights <strong>of</strong> places than the rights <strong>of</strong> <strong>in</strong>dividuals. It is notthat police can do what they like at places. Rather, the extent <strong>of</strong>constitutional <strong>and</strong> procedural guarantees has at times been relaxedwhere places are targeted.When it is established that places are crime targets or deserve specialprotection, it becomes easier to legally justify enforcement <strong>in</strong>regard to <strong>in</strong>dividual <strong>of</strong>fenders. For example, Dan Kahan <strong>and</strong> TraceyMeares (1998:1172) note that law enforcement <strong>of</strong>ficials “needn’tobta<strong>in</strong> a warrant or even have probable cause... to stop motorists atsobriety checkpo<strong>in</strong>ts or to search all <strong>in</strong>dividuals enter<strong>in</strong>g airports orgovernment build<strong>in</strong>gs.” This means that at certa<strong>in</strong> places, whereissues <strong>of</strong> public safety are a central concern, it is possible to justifypolic<strong>in</strong>g activities that would be unacceptable if carried out aga<strong>in</strong>st<strong>in</strong>dividuals <strong>in</strong> other places. <strong>Place</strong>s where crime is concentrated are<strong>of</strong>ten seen to meet this criterion, as is the case <strong>in</strong> many cities thathave designated drug market areas for special attention. Safe schoolzones are another example <strong>of</strong> the identification <strong>of</strong> places that allowspecial activities by the police, <strong>in</strong> this case because <strong>of</strong> the vulnerabil-47


48ity <strong>of</strong> potential victims. <strong>The</strong> constitutional issues here are complex<strong>and</strong> do not simply justify <strong>in</strong>trusion <strong>in</strong> every case. Nonetheless, politicians,judges, <strong>and</strong>, <strong>in</strong>deed, ord<strong>in</strong>ary citizens have an <strong>in</strong>tuition thatpolice should be allowed appropriate discretion to police certa<strong>in</strong>places that exhibit specific problems, such as concentrated crime,when there is the support <strong>of</strong> residents.<strong>Place</strong>-based polic<strong>in</strong>g, accord<strong>in</strong>gly, provides a target for police thatmay lead to fewer constra<strong>in</strong>ts <strong>in</strong> terms <strong>of</strong> the development <strong>of</strong> crimeprevention strategies (Weisburd, 2008). But, importantly, it alsosuggests an approach to polic<strong>in</strong>g that may lead to less coercive <strong>and</strong>,<strong>in</strong> the long term, more humane crime prevention practices. To besuccessful <strong>in</strong> place-based polic<strong>in</strong>g, it is <strong>of</strong>ten necessary for police toexp<strong>and</strong> their toolbox to take <strong>in</strong>to account the fact that their targetsare places <strong>and</strong> not people. <strong>The</strong> civil law rather than law enforcementis <strong>of</strong>ten the most successful method for <strong>in</strong>terrupt<strong>in</strong>g crime at place(Mazerolle & Roehl, 1998). As Cheh has observed (1991:1329),“Police <strong>and</strong> prosecutors have embraced civil strategies not only becausethey exp<strong>and</strong> the arsenal <strong>of</strong> weapons available to reach antisocialbehavior, but also because <strong>of</strong>ficials believe that civil remedies<strong>of</strong>fer speedy solutions that are unencumbered by the rigorous constitutionalprotections associated with crim<strong>in</strong>al trials.” Whatever thereason for the shift <strong>in</strong> tactics from ones that rely on the crim<strong>in</strong>al lawto ones that rely on civil or adm<strong>in</strong>istrative law, the end result iscrime prevention strategies that are less reliant on traditional lawenforcement practices that <strong>of</strong>ten lead to the arrest <strong>and</strong> imprisonment<strong>of</strong> <strong>of</strong>fenders.Over the last three decades <strong>in</strong> the U.S., rates <strong>of</strong> imprisonment havedramatically exp<strong>and</strong>ed, <strong>and</strong> there is evidence that imprisonmentrates are also ris<strong>in</strong>g <strong>in</strong> other Western countries (Walmsley, 2009).Spend<strong>in</strong>g on prisons <strong>in</strong> the U.S. has <strong>in</strong>creased at more than doublethe rate <strong>of</strong> spend<strong>in</strong>g on education <strong>and</strong> health care (Hughes, 2006).<strong>The</strong> moral cost is that fully 2.3 million Americans everyday are <strong>in</strong>prisons or jails (West & Sabol, 2008), <strong>in</strong>stitutions that are <strong>of</strong>tendehumaniz<strong>in</strong>g <strong>and</strong> degrad<strong>in</strong>g. Polic<strong>in</strong>g places puts emphasis on reduc<strong>in</strong>gopportunities for crime at places, not on wait<strong>in</strong>g for crimesto occur <strong>and</strong> then arrest<strong>in</strong>g <strong>of</strong>fenders. Successful crime preventionprograms at places need not lead to high numbers <strong>of</strong> arrests, especiallyif methods are developed that discourage <strong>of</strong>fenders, for examplethrough “third party polic<strong>in</strong>g” (Mazerolle & Ransley, 2005). Inthis sense, place-based polic<strong>in</strong>g <strong>of</strong>fers an approach to crime preventionthat can <strong>in</strong>crease public safety while decreas<strong>in</strong>g the human <strong>and</strong>f<strong>in</strong>ancial costs <strong>of</strong> imprisonment. If place-based polic<strong>in</strong>g was to becomethe central focus <strong>of</strong> police, rather than the arrest <strong>and</strong> apprehension<strong>of</strong> <strong>of</strong>fenders, we would likely see at the same time a reduction<strong>of</strong> prison populations <strong>and</strong> an <strong>in</strong>crease <strong>in</strong> the crime preventioneffectiveness <strong>of</strong> the police.


X. Recogniz<strong>in</strong>g the<strong>Importance</strong> <strong>of</strong> PoliceLegitimacy <strong>in</strong> Polic<strong>in</strong>g<strong>Place</strong>sBasic <strong>and</strong> applied research supports the potential <strong>and</strong> actual crimeprevention opportunities <strong>of</strong> place-based polic<strong>in</strong>g. <strong>Place</strong>-based polic<strong>in</strong>gmoreover <strong>of</strong>fers opportunities for police to carry out crime preventionwith fewer legal constra<strong>in</strong>ts. However, the effectiveness <strong>of</strong>polic<strong>in</strong>g is also dependent on public perceptions <strong>of</strong> the legitimacy <strong>of</strong>police actions (NRC, 2004; Tyler, 1990, 2004). Even if the policecan lower crime, if they alienate the community <strong>in</strong> carry<strong>in</strong>g out theirefforts it is difficult to identify place-based polic<strong>in</strong>g as successful.<strong>The</strong>re is a noteworthy lack <strong>of</strong> research assess<strong>in</strong>g the effects <strong>of</strong>place-based polic<strong>in</strong>g on police-community relations. This gap <strong>in</strong>knowledge is significant for hot spots polic<strong>in</strong>g <strong>in</strong>itiatives as manyobservers suggest a tension between the crime prevention effectiveness<strong>of</strong> focused police efforts <strong>and</strong> their potential harmful effects onpolice-community relations (Meares, 2006; Rosenbaum, 2006; Taylor,2006; Weisburd & Braga, 2006b). If the public’s trust <strong>and</strong> confidence<strong>in</strong> the police is underm<strong>in</strong>ed, the ability <strong>of</strong> the police to preventcrime will be weakened by lawsuits, decl<strong>in</strong><strong>in</strong>g will<strong>in</strong>gness toobey the law, <strong>and</strong> withdrawal from exist<strong>in</strong>g partnerships (Tyler,1990, 2004). <strong>The</strong> political fallout from illegitimate police actionscan seriously impede the ability <strong>of</strong> police departments to engage <strong>in</strong><strong>in</strong>novative crime control tactics.<strong>The</strong>re is some evidence that residents <strong>of</strong> areas that are subject t<strong>of</strong>ocused police attention welcome the concentration <strong>of</strong> police efforts<strong>in</strong> problem places (McGarrell, Chermak, Weiss, & Wilson, 2001;Shaw, 1995). A separate exam<strong>in</strong>ation <strong>of</strong> the Kansas City Gun Pro-49


ject (Sherman & Rogan, 1995b) found that the community stronglysupported the <strong>in</strong>tensive patrols <strong>and</strong> perceived an improvement <strong>in</strong> thequality <strong>of</strong> life <strong>in</strong> the treatment neighborhood (Shaw, 1995). <strong>The</strong>study did not, however, attempt to measure how the <strong>in</strong>dividualswho were stopped <strong>and</strong> searched by the police felt about the program.Dennis Rosenbaum (2006) suggests that hot spots polic<strong>in</strong>g, becauseit has <strong>of</strong>ten been operationally def<strong>in</strong>ed as aggressive enforcement<strong>in</strong> specific areas, runs the risk <strong>of</strong> weaken<strong>in</strong>g police-communityrelations. Rosenbaum (2006) argues that hot spots polic<strong>in</strong>g can easilybecome “zero tolerance” polic<strong>in</strong>g because this approach is easyfor the police to adopt. Indiscrim<strong>in</strong>ate aggressive tactics can drive awedge between the police <strong>and</strong> communities, as the latter can beg<strong>in</strong>to feel like targets rather than partners:Because the police have chosen to focus on remov<strong>in</strong>g the “badelement” <strong>and</strong> serv<strong>in</strong>g as the “th<strong>in</strong> blue l<strong>in</strong>e” between “good” <strong>and</strong>“bad” residents, these strategies can pit one segment <strong>of</strong> the communityaga<strong>in</strong>st another, as the “good” residents are asked toserve as the <strong>in</strong>formants <strong>and</strong> the “eyes <strong>and</strong> ears” <strong>of</strong> the police.Parents, sibl<strong>in</strong>gs, <strong>and</strong> friends <strong>of</strong> gang members can feel a dividedloyalty <strong>and</strong> be caught <strong>in</strong> the crossfire (Rosenbaum, 2006:253).Rosenbaum (2006) also raises the question <strong>of</strong> whether susta<strong>in</strong>edenforcement efforts <strong>in</strong> m<strong>in</strong>ority communities will contribute to disproportionatem<strong>in</strong>ority conf<strong>in</strong>ement. Regardless <strong>of</strong> the specific approachemployed or tactics engaged, hot spots polic<strong>in</strong>g will generatean <strong>in</strong>creased amount <strong>of</strong> police-citizen contacts <strong>in</strong> very small areas.Police behavior <strong>in</strong> these areas will greatly <strong>in</strong>fluence the amount <strong>of</strong>support <strong>and</strong> <strong>in</strong>volvement from community members resid<strong>in</strong>g <strong>in</strong>crime hot spot areas. To maximize their ability to manage crimeproblems <strong>in</strong> these places, police managers should strive to ensure fairpolice-citizen <strong>in</strong>teractions <strong>and</strong> the development <strong>of</strong> strong partnershipswith community members, an approach used successfully <strong>in</strong>pull<strong>in</strong>g-levers polic<strong>in</strong>g (Braga & W<strong>in</strong>ship, 2006; Kennedy, 2006).While the work is difficult, long-term community engagement effortscan pay large dividends <strong>in</strong> improv<strong>in</strong>g the quality <strong>of</strong> policecommunityrelationships <strong>and</strong> collaborative crime prevention efforts.<strong>The</strong> concentration <strong>of</strong> crime at specific hot spot locations with<strong>in</strong>neighborhoods provides an important opportunity for police tomake connections with community members who are most vulnerableto victimization <strong>and</strong> experience fear <strong>and</strong> dim<strong>in</strong>ished quality <strong>of</strong>life as a result <strong>of</strong> ongo<strong>in</strong>g <strong>and</strong> <strong>in</strong>tense crime <strong>and</strong> disorder problems.Regrettably, these community members are <strong>of</strong>ten the same peoplewho view the police with suspicion <strong>and</strong> question the legitimacy <strong>of</strong>police efforts to control crime <strong>in</strong> their neighborhoods. In this sense,50


esidents <strong>and</strong> bus<strong>in</strong>ess owners <strong>in</strong> high-activity crime places represent“hot spots” <strong>of</strong> community dissatisfaction with <strong>and</strong> mistrust <strong>of</strong> thepolice. If police departments are concerned with improv<strong>in</strong>g theirrelationships with community members, the residents <strong>and</strong> bus<strong>in</strong>essowners <strong>in</strong> hot spot locations seem like a logical place to start. Likecrime, poor police-community relationships are not evenly spreadthroughout city environments. If the police can w<strong>in</strong> the hearts <strong>and</strong>m<strong>in</strong>ds <strong>of</strong> long suffer<strong>in</strong>g community members <strong>in</strong> hot spot areas, itseems likely to produce larger impacts on the overall legitimacy <strong>of</strong>police departments <strong>in</strong> the city than develop<strong>in</strong>g stronger relationshipswith community members <strong>in</strong> more stable neighborhoods, who aremore likely to already have generally positive perceptions <strong>of</strong> policeservices.As <strong>in</strong> the case <strong>of</strong> underst<strong>and</strong><strong>in</strong>g the effectiveness <strong>of</strong> police strategies,the potential impact <strong>of</strong> police crime prevention efforts <strong>in</strong> problemplaces on citizen perceptions <strong>of</strong> legitimacy may depend <strong>in</strong> goodpart on the types <strong>of</strong> strategies used <strong>and</strong> the context <strong>of</strong> the hot spotsaffected. Unfocused <strong>and</strong> <strong>in</strong>discrim<strong>in</strong>ate enforcement actions seemlikely to produce poor relationships between the police <strong>and</strong> communitymembers resid<strong>in</strong>g <strong>in</strong> hot spot areas. We believe that the policeshould adopt alternative approaches to controll<strong>in</strong>g hot spots that donot rely solely on one-dimensional <strong>in</strong>tensive enforcement. Of course,arrest<strong>in</strong>g crim<strong>in</strong>al <strong>of</strong>fenders is a central part <strong>of</strong> the police function<strong>and</strong> should rema<strong>in</strong> an important tool <strong>in</strong> an array <strong>of</strong> responses tocrime hot spots. But place-based polic<strong>in</strong>g programs <strong>in</strong>fused withcommunity <strong>and</strong> problem-oriented polic<strong>in</strong>g pr<strong>in</strong>ciples hold greatpromise <strong>in</strong> improv<strong>in</strong>g police legitimacy <strong>in</strong> the eyes <strong>of</strong> communitymembers liv<strong>in</strong>g <strong>in</strong> places suffer<strong>in</strong>g from crime <strong>and</strong> disorder problems(Braga & Weisburd, 2010; Mastr<strong>of</strong>ski, Braga, & Weisburd, 2010;Taylor, 2006).51


XI. An Agenda for <strong>Place</strong>-Based Polic<strong>in</strong>gWhat must change to implement a broad program <strong>of</strong> place-basedpolic<strong>in</strong>g? It is important to start out by recogniz<strong>in</strong>g that places have<strong>in</strong>deed always been a concern for the police. As Carolyn Block(1998:28) has noted <strong>in</strong> discuss<strong>in</strong>g <strong>in</strong>terest <strong>in</strong> crime mapp<strong>in</strong>g amongpolice, “Crime maps are noth<strong>in</strong>g new. P<strong>in</strong> maps have graced wallsbeh<strong>in</strong>d police chiefs’ desks s<strong>in</strong>ce p<strong>in</strong>s were <strong>in</strong>vented.” Moreover,over the last decade, hot spots polic<strong>in</strong>g approaches have become acommon staple <strong>of</strong> American polic<strong>in</strong>g. In a recent study, Weisburd<strong>and</strong> Lum (2005) found that 62 percent <strong>of</strong> a sample <strong>of</strong> 125 departmentswith 100 or more sworn <strong>of</strong>ficers claimed to have adoptedcomputerized crime mapp<strong>in</strong>g. Of these, 80 percent claimed to conducthot spots analysis <strong>and</strong> two thirds used hot spots polic<strong>in</strong>g as apatrol strategy. A 2007 Police Executive Research Forum (PERF,2008) study found that 74 percent <strong>of</strong> police departments surveyed <strong>in</strong>192 jurisdictions used “hot spots enforcement” as a strategy to addressviolent crime. Compstat has also been adopted widely by largerAmerican police agencies over the last decade (Weisburd, Mastr<strong>of</strong>ski,McNally, & Greenspan, 2001; Weisburd, Mastr<strong>of</strong>ski,McNally, Greenspan, & Willis, 2003). And though Compstat is an<strong>in</strong>novation that seeks to concentrate police efforts on specific goals<strong>and</strong> <strong>in</strong>crease organizational control <strong>and</strong> accountability, it has encouragedgeographic analysis <strong>of</strong> crime as one <strong>of</strong> its <strong>in</strong>novations.<strong>Place</strong>-based polic<strong>in</strong>g, however, requires someth<strong>in</strong>g more radicalthan simply advocat<strong>in</strong>g that police add a new strategy to the basket<strong>of</strong> police <strong>in</strong>terventions. For place-based polic<strong>in</strong>g to succeed, policemust change their unit <strong>of</strong> analysis for underst<strong>and</strong><strong>in</strong>g <strong>and</strong> do<strong>in</strong>gsometh<strong>in</strong>g about crime. Polic<strong>in</strong>g today cont<strong>in</strong>ues to place people atthe center <strong>of</strong> police practices. This is reflected <strong>in</strong> how data are collected,as well as how the police are organized. <strong>Place</strong>-based polic<strong>in</strong>g52


dem<strong>and</strong>s a fundamental change <strong>in</strong> the structure <strong>of</strong> police efforts todo someth<strong>in</strong>g about crime <strong>and</strong> other community problems.Police data, for example, has developed historically out <strong>of</strong> a systemthat was focused on <strong>of</strong>fenders <strong>and</strong> their characteristics. Indeed,the addition <strong>of</strong> a place-based identifier was not <strong>in</strong>itially a source <strong>of</strong>much concern <strong>in</strong> <strong>in</strong>cident, arrest, or police call databases. In the late1980s, researchers who tried to analyze the locations <strong>of</strong> crime us<strong>in</strong>gpolice databases were <strong>of</strong>ten frustrated by an <strong>in</strong>ability to identifywhere a crime occurred. <strong>The</strong>re were <strong>of</strong>ten multiple names given tosimilar addresses, some based on the actual address <strong>and</strong> some on thenames given to stores or other <strong>in</strong>stitutions at that address. Suchname identifiers <strong>of</strong>ten <strong>in</strong>cluded scores <strong>of</strong> possible permutations, <strong>and</strong>address identifiers <strong>of</strong>ten failed to identify whether the address was <strong>in</strong>the south, north, east, or west <strong>of</strong> cities with such designations. Overthe last decade, police have become much better at identify<strong>in</strong>g wherethe crime is located, <strong>in</strong> part because <strong>of</strong> significant advances <strong>in</strong> recordsmanagement systems <strong>and</strong> <strong>in</strong> part because <strong>of</strong> advances <strong>in</strong> geographic<strong>in</strong>formation systems. But it is strik<strong>in</strong>g how police <strong>in</strong> mostjurisdictions have failed to go very much beyond the simple identification<strong>of</strong> an address <strong>in</strong> their data systems.In the case <strong>of</strong> arrest databases, it is common to collect data on age,gender, <strong>and</strong> <strong>of</strong>ten education <strong>and</strong> other demographic characteristics<strong>of</strong> <strong>of</strong>fenders. But it is rare for such databases to tell us much aboutthe nature <strong>of</strong> the places that are the context <strong>of</strong> police activities. Asuccessful program <strong>of</strong> place-based polic<strong>in</strong>g would require that thepolice rout<strong>in</strong>ely capture rich data about places. We should know asmuch about the places that are hot spots <strong>of</strong> crime as we do about<strong>of</strong>fenders who commit crimes. Such data should be regularly availableto police when they decide to focus <strong>in</strong>terventions on specificplaces. <strong>The</strong> failure to collect such data rout<strong>in</strong>ely, or to ga<strong>in</strong> suchdata from other agencies, limits the ability <strong>of</strong> police to develop effectiveplace-based polic<strong>in</strong>g strategies. Block <strong>and</strong> Green (1994) havealready suggested the importance <strong>of</strong> such databases <strong>in</strong> what theyhave called a GeoArchive. <strong>The</strong> Ill<strong>in</strong>ois Crim<strong>in</strong>al Justice InformationAuthority developed the GeoArchive as an extensive geographicdatabase <strong>of</strong> community <strong>and</strong> law enforcement data. A variety <strong>of</strong> dataare collected <strong>in</strong>clud<strong>in</strong>g: street map data, <strong>of</strong>ficial crime data (calls forservice, arrests, <strong>of</strong>fender characteristics, victim characteristics), correctionsdata (the addresses <strong>of</strong> persons released on probation orparole), l<strong>and</strong>mark data (parks, schools, public transportation, liquorstores, ab<strong>and</strong>oned build<strong>in</strong>gs), <strong>and</strong> population <strong>in</strong>formation (Block,1998).<strong>The</strong> failures <strong>of</strong> traditional person-centered polic<strong>in</strong>g to develop datasources relevant for place-based polic<strong>in</strong>g is also evidenced <strong>in</strong> the lack<strong>of</strong> <strong>in</strong>terest <strong>of</strong> police executives <strong>in</strong> know<strong>in</strong>g where the police are.While technologies for track<strong>in</strong>g the whereabouts <strong>of</strong> police, <strong>of</strong>ten53


54termed automated vehicle locator technologies, have been availablefor decades, very few U.S. police agencies have used these technologiesto improve the effectiveness <strong>of</strong> polic<strong>in</strong>g. For example, knowledgeabout where crime is <strong>and</strong> where police patrol could provideimportant <strong>in</strong>sights <strong>in</strong>to the benefits <strong>of</strong> specific police strategies. Abilityto track police presence could also be used to make sure thatscarce patrol resources are actually be<strong>in</strong>g sent to where they areneeded. <strong>The</strong> Police Foundation is currently work<strong>in</strong>g on an <strong>in</strong>novativeprogram <strong>in</strong> collaboration with the Dallas, Texas Police Departmentwith these aims <strong>in</strong> m<strong>in</strong>d. But it is <strong>in</strong> some sense <strong>in</strong>dicative <strong>of</strong>the failure <strong>of</strong> police to take a place-based approach that this technologyhas only now begun to be applied to practical crime prevention.<strong>The</strong> geographic organization <strong>of</strong> polic<strong>in</strong>g today also fails to recognizethe importance <strong>of</strong> places <strong>in</strong> develop<strong>in</strong>g police strategies. Byarrang<strong>in</strong>g police <strong>in</strong> large prec<strong>in</strong>cts <strong>and</strong> beats, the police have assumedthat the common denom<strong>in</strong>ator <strong>of</strong> crime is found at largegeographic levels.While it might be argued that prec<strong>in</strong>cts <strong>and</strong> beats are seldom fitfor even larger geographic units such as communities, they are particularlyill fit for place-based polic<strong>in</strong>g. Perhaps police should considerdivid<strong>in</strong>g patrol accord<strong>in</strong>g to micro places that have similarcrime levels <strong>and</strong> developmental trends over time. Such a reorganization<strong>of</strong> police around places would focus strategic th<strong>in</strong>k<strong>in</strong>g <strong>and</strong> resourceson solv<strong>in</strong>g common problems. <strong>The</strong> reorganization <strong>of</strong> policefor place-based polic<strong>in</strong>g might also take other forms, but it is clearthat today’s prec<strong>in</strong>cts or beats do not take <strong>in</strong>to account what weknow about the geographic distribution <strong>of</strong> crime <strong>and</strong> its concentrationat relatively small crime places.In polic<strong>in</strong>g places, there must also be a shift from arrest<strong>in</strong>g <strong>and</strong>prosecut<strong>in</strong>g <strong>of</strong>fenders to reduc<strong>in</strong>g the opportunities for crime atplace. <strong>The</strong> idea that police were too focused on law enforcement isnot a new one, <strong>and</strong> <strong>in</strong>deed was a central concern <strong>of</strong> Herman Goldste<strong>in</strong>when he <strong>in</strong>troduced the idea <strong>of</strong> problem-oriented polic<strong>in</strong>g <strong>in</strong>1979. For three decades Goldste<strong>in</strong> <strong>and</strong> others have tried to <strong>in</strong>fluencethe police to be less focused on arrest <strong>and</strong> prosecution <strong>of</strong> <strong>in</strong>dividual<strong>of</strong>fenders <strong>and</strong> more focused on solv<strong>in</strong>g crime problems. But thesecalls have at best been only partially heeded by the police, <strong>and</strong> thereis much evidence that law enforcement <strong>and</strong> arrest <strong>of</strong> <strong>of</strong>fenders rema<strong>in</strong>sthe primary tool <strong>of</strong> polic<strong>in</strong>g even <strong>in</strong> <strong>in</strong>novative programs(Braga & Weisburd, 2006). In a police culture <strong>in</strong> which personbasedpolic<strong>in</strong>g is predom<strong>in</strong>ant, it is natural for police <strong>of</strong>ficers tocont<strong>in</strong>ue to focus on <strong>of</strong>fenders <strong>and</strong> their arrest.<strong>Place</strong>-based polic<strong>in</strong>g provides an opportunity to f<strong>in</strong>ally shift thisemphasis, because it places the crime place rather than the <strong>of</strong>fenderat the center <strong>of</strong> the crime prevention equation. It changes the central


concern <strong>of</strong> police to improv<strong>in</strong>g places rather than simply process<strong>in</strong>g<strong>of</strong>fenders. Success <strong>in</strong> this context must be measured not <strong>in</strong> terms <strong>of</strong>how many arrests the police make but <strong>in</strong> terms <strong>of</strong> whether placesbecome safer for the people who live, visit, or work <strong>in</strong> such places.Polic<strong>in</strong>g places requires the expansion <strong>of</strong> the toolbox <strong>of</strong> polic<strong>in</strong>g farbeyond traditional law enforcement. In this context, place-basedpolic<strong>in</strong>g requires that police be concerned not only about places,<strong>of</strong>fenders, <strong>and</strong> victims but also about potential non-police guardians.If the goal <strong>of</strong> the police is to improve safety at places, then it is natural<strong>in</strong> polic<strong>in</strong>g places to be concerned with what Eck <strong>and</strong> others havetermed “place managers” (Eck, 1994; Eck & Wartell, 1996). “Thirdparty polic<strong>in</strong>g” (Mazerolle & Ransley, 2005) is also a natural part<strong>of</strong> place-based polic<strong>in</strong>g. But, more generally, place-based polic<strong>in</strong>gbr<strong>in</strong>gs the attention <strong>of</strong> the police to the full range <strong>of</strong> people <strong>and</strong>contexts that are part <strong>of</strong> the crime problem.In advocat<strong>in</strong>g place-based polic<strong>in</strong>g, it is important to note thatpolice should not ab<strong>and</strong>on concern with people <strong>in</strong>volved <strong>in</strong> crimes.People should not be ignored, but rather they should be seen <strong>in</strong> thecontext <strong>of</strong> where crime occurs. Say<strong>in</strong>g that people should not be atthe center <strong>of</strong> the crime equation does not mean that they are not an<strong>in</strong>tegral part <strong>of</strong> that equation. <strong>The</strong> difference is <strong>in</strong> good part how thepolice should organize <strong>in</strong>formation <strong>and</strong> crime prevention efforts.Moreover, there may be some crimes that are better understood byfocus<strong>in</strong>g on people rather than places, <strong>and</strong> this should also be a centralcomponent <strong>of</strong> our underst<strong>and</strong><strong>in</strong>g <strong>of</strong> place-based polic<strong>in</strong>g.Though there is as yet little solid scientific evidence that repeat <strong>of</strong>fenderor victim crime prevention programs are effective (Weisburd& Eck, 2004), it is clear that very high-rate crim<strong>in</strong>als or victimsshould be the subjects <strong>of</strong> special police attention.55


XII. ConclusionsBasic research suggests that the action <strong>of</strong> crime is at very small geographicunits <strong>of</strong> analysis, such as street segments or small groups <strong>of</strong>street segments. Such places also <strong>of</strong>fer a stable target for police <strong>in</strong>terventions,as contrasted with the constantly mov<strong>in</strong>g targets <strong>of</strong>crim<strong>in</strong>al <strong>of</strong>fenders. Crime at place is not simply a proxy for largerarea or community effects; <strong>in</strong>deed the basic research evidence suggeststhat much <strong>of</strong> the action <strong>of</strong> crime occurs at very small geographicunits <strong>of</strong> place. Basic research also re<strong>in</strong>forces the idea thatcharacteristics <strong>of</strong> places that can be affected by polic<strong>in</strong>g are stronglyrelated to crime at place. But the case for place-based polic<strong>in</strong>g doesnot come only from basic research. <strong>The</strong>re is a strong body <strong>of</strong> experimentalevidence for the effectiveness <strong>of</strong> place-based polic<strong>in</strong>g.Moreover, studies today suggest that place-based polic<strong>in</strong>g will notsimply move “crime around the corner.” Indeed, the evidence availablesuggests that such <strong>in</strong>terventions are much more likely to lead toa diffusion <strong>of</strong> crime control benefits to areas nearby.Research accord<strong>in</strong>gly suggests that it is time for police to shiftfrom person-based polic<strong>in</strong>g to place-based polic<strong>in</strong>g. While such ashift is largely an evolution <strong>in</strong> trends that have begun over the lastfew decades, it will nonetheless dem<strong>and</strong> radical changes <strong>in</strong> data collection<strong>in</strong> polic<strong>in</strong>g, <strong>in</strong> the organization <strong>of</strong> police activities, <strong>and</strong> particularly<strong>in</strong> the overall world view <strong>of</strong> the police. It rema<strong>in</strong>s true todaythat police <strong>of</strong>ficers see the key work <strong>of</strong> polic<strong>in</strong>g as catch<strong>in</strong>gcrim<strong>in</strong>als. It is time to change that world view so that police underst<strong>and</strong>that the key to crime prevention is <strong>in</strong> ameliorat<strong>in</strong>g crime atplace.56


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