This study examines whether crime locations are similar or different for juveniles and adults by comparing the distribution of offenses across land uses and their changes over time. Using 6 years of crime data from Colorado Springs, we calculated rank products for each of 35 land uses, stratified by age group and offense type, and summarized rank stability with interquartile ranges. Findings show both similarities and disparities in the rank order of crime locations for juveniles versus adults, with overlaps reflecting shared perceptions of opportunity and differences reflecting age-specific routines. Wider interquartile ranges indicate juvenile crime locations fluctuate more across years, whereas adult patterns exhibit greater spatial consistency and specialization. Prevention strategies should reflect this age-contingent spatial ecology of offending.
AazamiA.ValekR.PonceA. N.ZareH. (2023). Risk and protective factors and interventions for reducing juvenile delinquency: A systematic review. Social Sciences, 12(9), 474.
2.
AndersonA. L.HughesL. A. (2009). Exposure to situations conducive to delinquent behavior: The effects of time use, income, and transportation. Journal of Research in Crime and Delinquency, 46(1), 5–34.
3.
BaileyJ. A.EpsteinM.RoscoeJ. N.OesterleS.KostermanR.HillK. G. (2020). Marijuana legalization and youth marijuana, alcohol, and cigarette use and norms. American Journal of Preventive Medicine, 59(3), 309–316.
4.
BernascoW. (2006). Co-offending and the choice of target areas in burglary. Journal of Investigative Psychology and Offender Profiling, 3(3), 139–155.
5.
BernascoW. (2010). Modeling micro-level crime location choice: Application of the discrete choice framework to crime at places. Journal of Quantitative Criminology, 26(1), 113–138.
6.
BernascoW.BlockR. (2009). Where offenders choose to attack: A discrete choice model of robberies in Chicago. Criminology, 47(1), 93–130.
7.
BichlerG.Christie-MerrallJ.SechrestD. (2011). Examining juvenile delinquency within activity space: Building a context for offender travel patterns. Journal of Research in Crime and Delinquency, 48(3), 472–506.
8.
BichlerG.MalmA.EnriquezJ. (2014). Magnetic facilities: Identifying the convergence settings of juvenile delinquents. Crime & Delinquency, 60(7), 971–998.
9.
BichlerG.OroscoC. A.SchwartzJ. A. (2012). Take the car keys away: Metropolitan structure and the long road to delinquency. Journal of Criminal Justice, 40(1), 83–95.
10.
BlockR.GalaryA.BriceD. (2007). The journey to crime: Victims and offenders converge in violent index offences in Chicago. Security Journal, 20(2), 123–137.
11.
BlockR. L.BlockC. R. (1995). Space, place and crime: Hot spot areas and hot places of liquor-related crime. In EckJ. E.WeisburdD. (Eds.), Crime and place (Crime Prevention Studies, Vol. 4, pp. 145–184). Criminal Justice Press.
12.
BorodovskyJ. T.LeeD. C.CrosierB. S.GabrielliJ. L.SargentJ. D.BudneyA. J. (2017). U.S. cannabis legalization and use of vaping and edible products among youth. Drug and Alcohol Dependence, 177, 299–306.
13.
BowersK. (2014). Risky facilities: Crime radiators or crime absorbers? A comparison of internal and external levels of theft. Journal of Quantitative Criminology, 30(3), 389–414.
14.
BrantinghamP.BrantinghamP. (1995). Criminality of place: Crime generators and crime attractors. European Journal on Criminal Policy and Research, 3(3), 5–26.
15.
BrantinghamP. L.BrantinghamP. J. (1981). Notes on the geometry of crime. In BrantinghamP. J.BrantinghamP. L. (Eds.), Environmental criminology (pp. 1–26). Sage Publications.
16.
BrantinghamP. L.BrantinghamP. J. (1993). Nodes, paths and edges: Considerations on environmental criminology. Journal of Environmental Psychology, 13(1), 3–28.
17.
BrantinghamP. L.BrantinghamP. J.WongP. S. (1991). How public transit feeds private crime: Notes on the Vancouver “Skytrain” experience. Security Journal, 2(2), 91–95.
18.
BreitlingR.ArmengaudP.AmtmannA.HerzykP. (2004). Rank products: A simple, yet powerful, new method to detect differentially regulated genes in replicated microarray experiments. FEBS letters, 573(1–3), 83–92.
19.
BursikR. J.Jr.GrasmickH. G. (1993). Economic deprivation and neighborhood crime rates, 1960–1980. Law & Society Review, 27(2), 263–283.
20.
CaponeD. L.NicholsW. W.Jr. (1976). Urban structure and criminal mobility. American Behavioral Scientist, 20(2), 199–213.
21.
ChangT. Y.JacobsonM. (2017). Going to pot? The impact of dispensary closures on crime. Journal of Urban Economics, 100, 120–136.
22.
CheinJ.AlbertD.O’BrienL.UckertK.SteinbergL. (2011). Peers increase adolescent risk taking by enhancing activity in the brain’s reward circuitry. Developmental Science, 14(2), F1–F10.
23.
CohenJ.GorrW.SinghP. (2003). Estimating intervention effects in varying risk settings: Do police raids reduce illegal drug dealing at nuisance bars?Criminology, 41(2), 257–292.
24.
CohenL. E.FelsonM. (1979). Social change and crime rate trends: A routine activity approach. American Sociological Review, 44(4), 588–608.
25.
ColeyR. L.HawkinsS. S.GhianiM.KruzikC.BaumC. F. (2019). A quasi-experimental evaluation of marijuana policies and youth marijuana use. The American Journal of Drug and Alcohol Abuse, 45(3), 292–307.
26.
ContrerasC. (2017). A block-level analysis of medical marijuana dispensaries and crime in the city of Los Angeles. Justice Quarterly, 34(6), 1069–1095.
27.
CorradoR.MathesiusJ. (2014). Developmental psycho-neurological research trends and their importance for reassessing key decision-making assumptions for children, adolescents, and young adults in juvenile/youth and adult criminal justice systems. Bergen Journal of Criminal Law & Criminal Justice, 2(2), 141–163.
DeryolR.OS.LeeY.WilcoxP. (2025). Exploring the interplay between environmental design and management practices and their association with crime at multi-unit apartments. American Journal of Criminal Justice, 50(3), 422–445.
30.
DeryolR.WilcoxP.LoganM.WooldredgeJ. (2016). Crime places in context: An illustration of the multilevel nature of hot spot development. Journal of Quantitative Criminology, 32(2), 305–325.
31.
DrawveG.WalkerJ. T.FelsonM. (2015). Juvenile offenders: An examination of distance-to-crime and crime clusters. Cartography and Geographic Information Science, 42(2), 122–133.
32.
EckJ. E. (1994). Drug markets and drug places: A case-control study of the spatial structure of illicit drug dealing [Doctoral dissertation]. University of Maryland, College Park.
33.
EckJ.WeisburdD. L. (2015). Crime places in crime theory. In EckJ. E.WeisburdD. L. (Eds.), Crime and place (Crime Prevention Studies, Vol. 4, pp. 1–33). Criminal Justice Press.
34.
FavarinS. (2018). This must be the place (to commit a crime). Testing the law of crime concentration in Milan, Italy. European Journal of Criminology, 15(6), 702–729.
35.
FeeneyR. J. (1986). Why is there resistance to wearing protective equipment at work? Possible strategies for overcoming this. Journal of Occupational Accidents, 8(3), 207–213.
36.
FelsonM. (1986). Routine activities, social controls, rational decisions, and criminal outcomes. In CornishD. B.ClarkeR. V. G. (Eds.), The reasoning criminal: Rational choice perspectives on offending (pp. 119–128). Springer-Verlag.
37.
FelsonM. (2003). The process of co-offending. In WortleyR.SmallboneS. (Eds.), Situational analysis of crime and deviance (Crime Prevention Studies, Vol. 16, pp. 149–167). Criminal Justice Press.
38.
FelsonM. (2006). Crime and nature. Sage.
39.
FreisthlerB.KeppleN. J.SimsR.MartinS. E. (2013). Evaluating medical marijuana dispensary policies: Spatial methods for the study of environmentally-based interventions. American Journal of Community Psychology, 51(1), 278–288.
40.
FreisthlerB.PonickiW. R.GaidusA.GruenewaldP. J. (2016). A micro-temporal geospatial analysis of medical marijuana dispensaries and crime in Long Beach, California. Addiction, 111(6), 1027–1035.
41.
FreisthlerB.WolfJ. P.WiegmannW.KeppleN. J. (2017). Drug use, the drug environment, and child physical abuse and neglect. Child Maltreatment, 22(3), 245–255.
42.
FrieseB.GrubeJ. W. (2013). Legalization of medical marijuana and marijuana use among youths. Drugs: Education, Prevention and Policy, 20(1), 33–39.
43.
GarofaloJ.SiegelL.LaubJ. (1987). School-related victimizations among adolescents: An analysis of National Crime Survey (NCS) narratives. Journal of Quantitative Criminology, 3(4), 321–338.
44.
GroffE.McCordE. S. (2012). The role of neighborhood parks as crime generators. Security Journal, 25(1), 1–24.
45.
HallW.WeierM. (2017). Has marijuana legalization increased marijuana use among U.S. youth?JAMA Pediatrics, 171(2), 116–118.
46.
HarpinS. B.Brooks-RussellA.MaM.JamesK. A.LevinsonA. H. (2018). Adolescent marijuana use and perceived ease of access before and after recreational marijuana implementation in Colorado. Substance Use & Misuse, 53(3), 451–460.
47.
HochstetlerA. (2001). Opportunities and decisions: Interactional dynamics in robbery and burglary groups. Criminology, 39(3), 737–764.
48.
HughesL. A.SchaibleL. M.JimmersonK. (2020). Marijuana dispensaries and neighborhood crime and disorder in Denver, Colorado. Justice Quarterly, 37(3), 461–485.
49.
JacobB. A.LefgrenL. (2003). Are idle hands the devil’s workshop? Incapacitation, concentration, and juvenile crime. American Economic Review, 93(5), 1560–1577.
50.
KeppleN. J.FreisthlerB. (2012). Exploring the ecological association between crime and medical marijuana dispensaries. Journal of Studies on Alcohol and Drugs, 73(4), 523–530.
51.
KeyesK. M.RutherfordC.HamiltonA.PalamarJ. J. (2016). Age, period, and cohort effects in synthetic cannabinoid use among U.S. adolescents, 2011–2015. Drug and Alcohol Dependence, 166, 159–167.
52.
KhatapoushS.HallforsD. (2004). “Sending the wrong message”: Did medical marijuana legalization in California change attitudes about and use of marijuana?Journal of Drug Issues, 34(4), 751–770.
53.
KotlajaM. M.WrightE. M.FaganA. A. (2018). Neighborhood parks and playgrounds: Risky or protective contexts for youth substance use?Journal of Drug Issues, 48(4), 657–675.
54.
KubrinC. E.SquiresG. D.GravesS. M.OuseyG. C. (2011). Does fringe banking exacerbate neighborhood crime rates? Investigating the social ecology of payday lending. Criminology & Public Policy, 10(2), 437–466.
55.
LagrangeJ. B. (1999). Complex calculators in the classroom: Theoretical and practical reflections on teaching pre-calculus. International Journal of Computers for Mathematical Learning, 4(1), 51–81.
56.
LeeY.OS.EckJ. E. (2022). Why your bar has crime but not mine: Resolving the land use and crime–risky facility conflict. Justice Quarterly, 39(5), 1009–1035.
57.
LockwoodD. (2007). Mapping crime in Savannah: Social disadvantage, land use, and violent crimes reported to the police. Social Science Computer Review, 25(2), 194–209.
58.
Loukaitou-SiderisA. (1999). Hot spots of bus stop crime: The importance of environmental attributes. Journal of the American Planning Association, 65(4), 395–411.
59.
McGloinJ. M.KirkD. S. (2009). Social network analysis. In PiqueroA. R.WeisburdD. (Eds.), Handbook of quantitative criminology (pp. 209–224). Springer.
60.
MorenoM. A.GowerA. D.JenkinsM. C.KerrB.GrittonJ. (2018). Marijuana promotions on social media: Adolescents’ views on prevention strategies. Substance Abuse Treatment, Prevention, and Policy, 13(1), 23.
61.
MorselliC.RoyerM. N. (2008). Criminal mobility and criminal achievement. Journal of Research in Crime and Delinquency, 45(1), 4–21.
62.
NewtonA.BowersK. (2007). The geography of bus shelter damage: The influence of crime, neighbourhood characteristics and land-use. Internet Journal of Criminology. Advance online publication. https://eprints.hud.ac.uk/id/eprint/474
63.
OS.LeeY. (2016). Crime and land use in Pittsburgh: A micro-size grid-cell analysis of the influence of land-uses on area crime. Crime Prevention & Community Safety, 18(3), 204–227.
64.
OS.LeeY.EckJ. E. (2025). What do we know about hot pot spots? Does who owns matter?Crime & Delinquency. Advance online publication. https://doi.org/10.1177/00111287251318982
65.
QuickM.LawJ.LiG. (2019). Time-varying relationships between land use and crime: A spatio-temporal analysis of small-area seasonal property crime trends. Environment and Planning B: Urban Analytics and City Science, 46(6), 1018–1035.
66.
RatcliffeJ. H. (2004). Geocoding crime and a first estimate of a minimum acceptable hit rate. International Journal of Geographical Information Science, 18(1), 61–72.
RomerD.HennessyM. (2007). A biosocial-affect model of adolescent sensation seeking: The role of affect evaluation and peer-group influence in adolescent drug use. Prevention Science, 8(2), 89–101.
69.
RoncekD. W. (1981). Dangerous places: Crime and residential environment. Social Forces, 60(1), 74–96.
70.
RoncekD. W.FaggianiD. (1985). High schools and crime: A replication. The Sociological Quarterly, 26(4), 491–505.
71.
RoncekD. W.LoBoscoA. (1983). The effect of high schools on crime in their neighborhoods. Social Science Quarterly, 64(3), 598–613.
72.
SampsonR. J.RaudenbushS. W.EarlsF. (1997). Neighborhoods and violent crime: A multilevel study of collective efficacy. Science, 277(5328), 918–924.
73.
ShulmanE. P.CauffmanE. (2013). Reward-biased risk appraisal and its relation to juvenile versus adult crime. Law and Human Behavior, 37(6), 412–423.
74.
SnookB. (2004). Individual differences in distance travelled by serial burglars. Journal of Investigative Psychology and Offender Profiling, 1(1), 53–66.
75.
StuckyT. D.OttensmannJ. R. (2009). Land use and violent crime. Criminology, 47(4), 1223–1264.
76.
SubicaA. M.DouglasJ. A.KeppleN. J.VillanuevaS.GrillsC. T. (2018). The geography of crime and violence surrounding tobacco shops, medical marijuana dispensaries, and off-sale alcohol outlets in a large, urban low-income community of color. Preventive Medicine, 108, 8–16.
77.
TititamprukD. (2016). Offender’s decision making: An assessment of convicted burglars in Thailand [Doctoral dissertation]. Texas State University.
78.
WeisburdD. (2015). The law of crime concentration and the criminology of place. Criminology, 53(2), 133–157.
79.
WeisburdD.GroffE. R.MorrisN. (2011). Hot spots of juvenile crime: Findings from Seattle. Office of Juvenile Justice and Delinquency Prevention.
80.
WeisburdD.MorrisN. A.GroffE. R. (2009). Hot spots of juvenile crime: A longitudinal study of arrest incidents at street segments in Seattle, Washington. Journal of Quantitative Criminology, 25(4), 443–467.
81.
WilesP.CostelloA. (2000). The road to nowhere: The evidence for travelling criminals (Vol. 207). Home Office Research, Development and Statistics Directorate.
82.
WilcoxP.MadensenT. D.TillyerM. S. (2007). Guardianship in context: Implications for burglary victimization risk and prevention. Criminology, 45(4), 771–803.
83.
WilcoxP.QuisenberryN.CabreraD. T.JonesS. (2004). Busy places and broken windows? Toward defining the role of physical structure and process in community crime models. The Sociological Quarterly, 45(2), 185–207.
84.
WilcoxP.QuisenberryN.JonesS. (2003). The built environment and community crime risk interpretation. Journal of Research in Crime and Delinquency, 40(3), 322–345.
85.
WongS. W.BuuA.LinH. C. (2020). State medical marijuana laws and associated marijuana use, attitudes, and perceived social norms among adolescents in the U.S. Journal of Psychoactive Drugs, 52(5), 383–394.
86.
WrightJ. W.DaviesK. F.LauJ. A.McCallA. C.McKayJ. K. (2006). Experimental verification of ecological niche modeling in a heterogeneous environment. Ecology, 87(10), 2433–2439.
87.
WrightR. T.DeckerS. H. (1997). Armed robbers in action: Stickups and street culture. University Press of New England.
88.
ZakrzewskiW. J.Jr.WheelerA. P.ThompsonA. J. (2020). Cannabis in the capital: Exploring the spatial association between medical marijuana dispensaries and crime. Journal of Crime and Justice, 43(1), 1–15.
