This study examines the factors that are statistically associated with drug-dealing settings in Newark, NJ, and assesses whether there are systematic differences in these between street segments and on intersections. In doing so, it tests hypotheses consistent with a theory that there are higher and lower levels of social regulation by residents in the two kinds of settings, respectively.
Methods:
Applying a matched case–control design yields 128 pairs of locations. McNemar’s test and conditional logistic regression are used to uncover statistical associations. Situational data on drug-dealing settings were collected using observations through Google Street View (GSV).
Results:
A variety of factors are associated with street drug-dealing hot spots, including mailboxes and churches, not previously identified in the literature on street crimes. While findings show differences between drug markets correlates on street segments and intersections, these are only partially consistent with study hypotheses.
Conclusions:
This study contributes to our understanding of risk factors for drug markets, highlights variations between intersections and street segments in the way drug market risk factors operate, and demonstrates the value of GSV for spatial crime research.
BaderMichael D. M.MooneyStephen J.LeeYeon J.SheehanDanielNeckermanKathryn M.RundleAndrew G.TeitlerJulien O.. 2015. “Development and Deployment of the Computer Assisted Neighborhood Visual Assessment System (CANVAS) to Measure Health-Related Neighborhood Conditions.” Health and Place31:163–72.
2.
BernascoWimBlockRichard L.. 2011. “Robberies in Chicago: A Block-Level Analysis of the Influence of Crime Generators, Crime Attractors, and Offender Anchor Points.” Journal of Research in Crime and Delinquency48:33–57.
3.
BlockRichard L.BlockCarolyn R.. 1995. “Space, Place and Crime: Hot Spot Areas and Hot Places of Liquor-Related Crime.” Pp. 145–83 in Crime and Place, Crime Prevention Studies, Vol. 4, edited by EckJ. E.WeisburdD.. Monsey: Willow Tree Press.
4.
BlockCarolyn R.DabdoubMargaretFreglySuzanne. 1995. Crime Analysis through Computer Mapping. Washington, DC: Police Executive Research Forum.
5.
BragaAnthony A.GreenLorraine A.WeisburdDavid L.GajewskiFrank. 1994. “Police Perceptions of Street Level Narcotics Activity: Evaluating Drug Buys as a Research Tool.” American Journal of Police13:37–58.
6.
BragaAnthony A.HureauDavid M.PapachristosAndrew V.. 2010. “The Relevance of Micro Places to Citywide Robbery Trends: A Longitudinal Analysis of Robbery Incidents at Street Corners and Block Faces in Boston.” Journal of Research in Crime and Delinquency48:7–32.
7.
BragaAnthony A.HureauDavid M.PapachristosAndrew V.. 2012. “An Ex Post Facto Evaluation Framework for Place-Based Police Interventions.” Evaluation Review35:592–626.
8.
BragaAnthony A.PapachristosAndrew V.HureauDavid M.. 2009. “The Concentration and Stability of Gun Violence at Micro Places in Boston, 1980–2008.” Journal of Quantitative Criminology26:33–53.
9.
BragaAnthony A.WeisburdDavid L.. 2010. Policing Problem Places: Crime Hot Spots and Effective Prevention. New York: Oxford University Press.
10.
BranasCharles C.CheneyRose A.MacDonaldJohn M.TamVicky W.JacksonTara D.HaveThomas R. Ten. 2011. “A Difference-In-Differences Analysis of Health, Safety, and Greening Vacant Urban Space.” American Journal of Epidemiology174:1–11.
11.
BrantinghamPaul J.BrantinghamPatricia L.. 1981. Environmental Criminology. Beverley Hills, CA: Sage.
12.
BrantinghamPaul J.BrantinghamPatricia L.. 1995. “Criminality of Place: Crime Generators and Crime Attractors.” European Journal on Criminal Policy and Research3:5–26.
13.
BrantinghamPaul J.BrantinghamPatricia L., eds. 2008. “Crime Pattern Theory.” Pp. 78–93 in Environmental Criminology and Crime Analysis edited by WortleyR.MazerolleL.. Cullompton, UK: Willan.
14.
BrantinghamPatricia L.BrantinghamPaul J.. 1993. “Nodes, Paths and Edges: Considerations on Environmental Criminology.” Journal of Environmental Psychology13:3–28.
15.
BrantinghamPatricia L.BrantinghamPaul J.VajihollahiMonaWuschkeKathryn. 2009. “Crime Analysis at Multiple Scales of Aggregation: A Topological Approach.” Pp. 87–107 in Putting Crime in Its Place, edited by WeisburdD. L.BernascoW.BruinsmaG. J. N.. New York, NY: Springer.
16.
BursikRobert J.JrGrasmickHarold G.. 1993. Neighborhoods and Crime: The Dimensions of Effective Community Control. New York, NY: Lexington Books.
17.
CaplanJoel. M.KennedyLeslie W.MillerJoel. 2011. “Risk Terrain Modelling: Brokering Criminological Theory and GIS Methods for Crime Forecasting.” Justice Quarterly28:360–81.
18.
ClarkePhilippaAilshireJenniferMelendezRobertBaderMichael D. M.MorenoffJeffrey. 2010. “Using Google Earth to Conduct a Neighborhood Audit: Reliability of a Virtual Audit Instrument.” Health and Place16:1224–29.
19.
ClarkeRonald V.1983. “Situational Crime Prevention: Its Theoretical Basis and Practical Scope.” Pp. 225–56 in Crime and Justice: An Annual Review of Research, Vol. 14, edited by TonryM.MorrisN.. Chicago, IL: University of Chicago Press.
20.
ClarkeRonald V.1992. “Introduction.” Pp. 1–43 in Situational Crime Prevention: Successful Case Studies, edited by ClarkeR. V.Albany: Harrow and Heston.
21.
ClarkeRonald V.1995. “Situational Crime Prevention.” Pp. 91–150in Strategic Approaches to Crime Prevention, Crime and Justice, Vol. 19, edited by TonryM.FarringtonD.. Chicago, IL: University of Chicago Press.
22.
ClarkeRonald V.ByRolf A. de. 2013. “Poaching, Habitat Loss and the Decline of Neotropical Parrots: A Comparative Spatial Analysis.” Journal of Experimental Criminology9:333–53.
23.
ClarkeRonald V.EckJohn E.. 2005. Crime Analysis for Problem Solvers in 60 Small Steps. Washington, DC: US Department of Justice, Office of Community Oriented Policing Services.
24.
CohenLawrence E.FelsonMarcus. 1979. “Social Change and Crime Rate Trends: A Routine Activity Approach.” American Sociological Review44:588–608.
25.
ConnerRogerBurnsPatrick. 1991. The Winnable War: A Community Guide to Eradicating Street Drug Markets. Washington, DC: American Alliance for Rights and Responsibilities.
26.
CurtisJacqueline W.CurtisAndrewMapesJenniferSzellAndrea B.CinderichAdam. 2013. “Using Google Street View for Systematic Observation of the Built Environment: Analysis of Spatio-Temporal Instability of Imagery Dates.” International Journal of Health Geographics12:53–62.
27.
De SouzaEleniceMillerJoel. 2012. “Homicide in the Brazilian Favela: Does Opportunity Make the Killer?” British Journal of Criminology52(4):786–807.
28.
EckJohn E.1994. “Drug Markets and Drug Places: A Case-Control Study of the Spatial Structure of Illicit Drug Dealing.” PhD dissertation, Department of Criminology and Criminal Justice, University of Maryland, College Park, MD.
29.
EckJohnChaineySpencerCameronJamesWilsonRonald E.. 2005. Mapping Crime: Understanding Hotspots. Washington, DC: National Institute of Justice, U.S. Department of Justice.
30.
EckJohn E.WeisburdDavid L.. 1995. “Crime Places in Crime Theory.” Pp. 1–33 in Crime and Place. Crime Prevention Studies, Vol. 4, edited by EckJ. E.WeisburdD. L.. Monsey, NY: Willow Tree Press.
31.
EdmundsMarkHoughMichaelUrquNormanía. 1996. “Tackling Local Drug Markets.” Crime Detection and Prevention Series Paper 80, Home Office Police Research Group, London, UK.
32.
Federal Bureau of Investigation. 2007. Crime in the United States: Estimated Number of Arrests, United States, 2007. Washington, DC: U.S. Department of Justice, Retrieved October 2, 2016 (https://www2.fbi.gov/ucr/cius2007/data/table_29.html).
33.
FelsonMarcus. 1987. “Routine Activities and Crime Prevention in the Developing Metropolis.” Criminology25:911–32.
34.
FujitaShuryo. 2011. “Why Are Older Cars Stolen? Examining Motive, Availability, Location, and Security.” PhD dissertation, School of Criminal Justice, Rutgers University, Newark, NJ.
35.
GoldsteinPaul J.1985. “The Drugs-Violence Nexus: A Tripartite Conceptual Framework.” Journal of Drug Issues15:493–506.
36.
GreenLorraine. 1996. “Policing Places with Drug Problems.” Drugs, Health, and Social Policy Series 2. Thousand Oaks, CA: Sage.
37.
GroffElizabethMcCordEric S.. 2012. “The Role of Neighborhood Parks as Crime Generators.” Security Journal25:1–24.
38.
GroffElizabethWeisburdDavid L.MorrisNancy A.. 2009. “Where the Action Is at Places: Examining Spatio-Temporal Patterns of Juvenile Crime at Places Using Trajectory Analysis and GIS.” Pp. 61–86 in Putting Crime in Its Place, edited by WeisburdD. L.BernascoW.BruinsmaG. J. N.. New York: Springer.
39.
GroffElizabethWeisburdDavid L.YangSue-Ming. 2010. “Is It Important to Examine Crime Trends at a Local “Micro” Level? A Longitudinal Analysis of Street to Street Variability in Crime Trajectories.” Journal of Quantitative Criminology26:7–32.
40.
GrossmanLeigh S.2016. “The Salience of Social Disorganization and Criminal Opportunity Theories in Explaining Chronic Violent Crime Places: A Case-Control Study in Newark, New Jersey.” PhD dissertation, School of Criminal Justice, Rutgers University, Newark, NJ.
41.
HakimSimonShachmuroveYochanan. 1996. “Spatial and Temporal Patterns of Commercial Burglaries.” American Journal of Economics and Sociology55:443–56.
42.
HarocoposAlexHoughMike. 2005. “Drug Dealing in Open-Air Markets.” Problem Specific Guides Series 31, Center for Problem-Oriented Policing, Washington, DC.
43.
HendricksScott A.LandsittelDouglas P.AmandusHarlan E.MalcanJayBellJennifer. 1999. “A Matched Case-Control Study of Convenience Store Robbery Risk Factors.” Journal of Occupational and Environmental Medicine41:995–1004.
44.
HsuKo-Hsin. 2014. “How Are Street Drug Dealing Locations Selected? A Situational Analysis.” PhD dissertation, School of Criminal Justice, Rutgers University, Newark, NJ.
45.
JacobsBruce A.2000. Robbing Drug Dealers: Violence beyond the Law. Hawthorne, NY: Aldine de Gruyter.
46.
JacobsonJessica. 1999. “Policing Drug Hot-Spots.” Police Research Series Paper 109, Home Office, London, UK.
47.
KingLeslie J.1984. Central Place Theory. Beverly Hills, CA: Sage.
48.
KleimanMark A.1991. Modelling Drug Markets. Washington, DC: National Institute of Justice.
49.
KnutssonJohannes. 1997. “Restoring Public Order in a City Park.” Pp. 133–51 in Policing for Prevention: Reducing Crime, Public Intoxication and Injury, Crime Prevention Studies, Vol. 7, edited by HomelR.. Monsey: Criminal Justice Press.
50.
LandisJ. R.KochGary G.. 1977. “The Measurement of Observer Agreement for Categorical Data.” Biometrics33:159–74.
51.
LiebowElliot. 1967. Tally’s Corner: A Study of Negro Streetcorner Men. Boston, MA: Little, Brown.
52.
LoftinColinMcDowallDavid. 1988. “The Analysis of Case-Control Studies in Criminology.” Journal of Quantitative Criminology4:85–98.
53.
Loukaitou-SiderisAnastasia. 1999. “Hot Spots of Bus Stop Crime: The Importance of Environmental Attributes.” Journal of the American Planning Association65:395–411.
54.
McCordEric S.RatcliffeJerry H.. 2007. “A Micro-Spatial Analysis of The Demographic and Criminogenic Environment of Drug Markets in Philadelphia.” Australian and New Zealand Journal of Criminology40:43–63.
55.
MyhreMarina L.2000. “Drug Market Precipitators: Situational Dynamics of Open-Air Drug Markets in Public Housing.” PhD dissertation, School of Criminal Justice, Rutgers University, Newark, NJ.
56.
NJ Office of Information Technology. 2015. NJ TRANSIT Bus Routes Currently Operating, 2015. Trenton, NJ: NJ Office of Information Technology (NJOIT), Office of Geographic Information Systems (OGIS). Retrieved February 24, 2017 (https://njgin.state.nj.us/NJ_NJGINExplorer/DataDownloads.jsp).
57.
OdgersCandice L.BatesChristopher J.CaspiAvshalomSampsonRobert J.MoffittTerrie E.. 2009. Systematic Social Observation Inventory: Tally of Observations in Urban Regions (SSO i-Tour). Irvine, CA: Adaptlab.
58.
OdgersCandice L.CaspiAvshalomBatesChristopher J.SampsonRobert J.MoffittTerrie E.. 2012. “Systematic Social Observation of Children’s Neighborhoods Using Google Street View: A Reliable and Cost-Effective Method.” Journal of Child Psychology and Psychiatry53:1009–17.
59.
PetrossianGohar A.ClarkeRonald V.. 2013. “Explaining and Controlling Illegal Commercial Fishing: An Application of the CRAVED Theft Model.” British Journal of Criminology54:73–90.
60.
RengertGeorge F.1996. Geography of Illegal Drugs. Boulder, CO: Westview Press.
61.
RengertGeorge F.RatcliffeJerry H.ChakravortySanjoy. 2005. Policing Illegal Drug Markets: Geographic Approaches to Crime Reduction. Monsey: Criminal Justice Press.
62.
RoseSherriLaanMark J. van der. 2009. “Why Match? Investigating Matched Case-Control Study Designs with Causal Effect Estimation.” The International Journal of Biostatistics5:1.
63.
RundleAndrew G.BaderMichael D. M.RichardsCatherine A.NeckermanKathryn M.TeitlerJulien O.. 2011. “Using Google Street View to Audit Neighborhood Environments.” American Journal of Preventive Medicine40:94–100.
64.
SampsonRobert J.RaudenbushStephen W.EarlsFelton. 1997. “Neighborhoods and Violent Crime: A Multilevel Study of Collective Efficacy.’’Science277:918–24.
65.
SchlesselmanJames J.1982. Case-Control Studies: Design, Conduct, Analysis. New York: Oxford University Press.
66.
ShadishWilliam R.CookThomas D.CampbellDonald T.. 2002. Experimental and Quasi-Experimental Designs for Generalized Causal Inference. Boston, MA: Houghton Mifflin Company.
67.
ShermanLawrence W.WeisburdDavid L.. 1995. “General Deterrent Effects of Police Patrol in Crime ‘Hot Spots’: A Randomized, Controlled Trial.” Justice Quarterly12:625–48.
68.
SmithWilliam R.FrazeeSharon GlaveDavisonElisabeth L.. 2000. “Furthering the Integration of Routine Activity and Social Disorganization Theories: Small Units of Analysis and the Study of Street Robbery as a Diffusion Process.” Criminology38:489–523.
69.
SpelmanWilliam. 1993. “Abandoned Buildings: Magnets for Crime?” Journal of Criminal Justice21:481–95.
70.
St. Jean, PeterK. B.2007. Pockets of Crime: Broken Windows, Collective Efficacy, and the Criminal Point of View. Chicago, IL: University of Chicago Press.
71.
SussmanS.StacyA. W.AmesS. L.FreedmanL. B. 1998. “Self-reported High-risk Locations of Adolescent Drug Use.” Addictive Behaviors23:405–11.
72.
TaylorRalph B.1998. “Crime and Small-Scale Places: What We Know, What We Can Prevent, and What Else We Need To Know.” Pp. 1–22 in Crime and Place: Plenary Papers of the 1997 Conference on Criminal Justice Research and Evaluation, edited by TaylorR. B.BazemoreG.BolandB.ClearT. R.CorbettR. P. J.FeinblattJ.BermanG.SviridoffM.StoneC.. Washington, DC: National Institute of Justice.
73.
TaylorRalph B.GottfredsonStephen D.BrowerSidney. 1984. “Block Crime and Fear: Defensible Space, Local Social Ties, and Territorial Functioning.” Journal of Research in Crime and Delinquency21:303–31.
74.
TopalliVolkanWrightRichardFornangoRobert. 2002. “Drug Dealers, Robbery and Retaliation: Vulnerability, Deterrence and the Contagion of Violence.” British Journal of Criminology42:337–51.
WacholderSholomSilvermanDebra T.McLaughlinJoseph K.MandelJack S.. 1992. “Selection of Controls in Case-Control Studies: II. Types of Controls.” American Journal of Epidemiology135:1029–41.
77.
WeisburdDavid L.BernascoWimBruinsmaGerben J. N., eds. 2009. Putting Crime in Its Place: Units of Analysis in Spatial Crime Research. New York: Springer-Verlag.
78.
WeisburdDavid L.BushwayShawnLumCynthiaYangSue-Ming. 2004. “Trajectories of Crime at Places: A Longitudinal Study of Street Segments in the City of Seattle.” Criminology42(2):283–322.
79.
WeisburdDavid L.GreenLorraine. 1994. “Defining the Drug Market: The Case of the Jersey City DMA System.” Pp. 61–76 in Drugs and Crime: Evaluating Public Policy Initiatives, edited by MacKenzieD. L.UchidaC. D.. Newbury Park, CA: Sage.
80.
WeisburdDavid L.GreenLorraine. 1995. “Policing Drug Hot Spots: The Jersey City Drug Market Analysis Experiment.” Justice Quarterly12:711–35.
81.
WeisburdDavid L.GroffElizabeth R.YangSue-Ming. 2010. Understanding Developmental Crime Trajectories at Places: Social Disorganization and Opportunity Perspectives at Micro Units of Geography. Washington, DC: National Institute of Justice.
82.
WeisburdDavid L.GroffElizabeth R.YangSue-Ming. 2012. The Criminology of Place: Street Segments and Our Understanding of the Crime Problem. New York, NY: Oxford University Press.
83.
WeisburdDavid L.GroffElizabeth R.YangSue-Ming. 2014. “Understanding and Controlling Hot Spots of Crime: The Importance of Formal and Informal Social Controls.” Prevention Science15:31–43.
84.
WeisburdDavid L.MazerolleLorraine G.. 2000. “Crime and Disorder in Drug Hot Spots: Implications for Theory and Practice in Policing.” Police Quarterly3:331–49.
85.
WeisburdDavid L.WyckoffLaura A.ReadyJustinEckJohn E.HinkleJoshua C.GajewskiFrank. 2006. “Does Crime Just Move Around the Corner? A Controlled Study of Spatial Displacement and Diffusion of Crime Control Benefits.” Criminology44:549–92.
86.
WhyteWilliam F.1943. Street Corner Society: The Social Structure of an Italian Slum. Chicago, IL: University of Chicago Press.
87.
WilcoxPamelaQuisenberryNeilCabreraDebra T.JonesShayne. 2004. “Busy Places and Broken Windows? Toward Defining the Role of Physical Structure and Process in Community Crime Models.” The Sociological Quarterly45:185–207.
88.
WilsonJames Q.KellingGeorge L.. 1982. “Broken Windows: The Police and Neighborhood Safety.” Atlantic Monthly249:29–38.
89.
WilsonJeffrey S.KellyCheryl M.SchootmanMarioBakerElizabeth A.BanerjeeAniruddhaClenninMorganMillerDouglas K.. 2012. “Assessing the Built Environment Using Omnidirectional Imagery.” American Journal of Preventive Medicine42:193–99.
90.
WuYu-TzuNashPaulBarnesLinda E.MinettThaisMatthewsFiona E.JonesAndyBrayneCarol. 2014. “Assessing Environmental Features Related to Mental Health: A Reliability Study of Visual Streetscape Images.” BioMed Central Public Health14:1094–103.
