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Analyzing the Influence of Ethnic Composition and Immigrant Residents on the Spatial Distribution of Violent Crime

  • Matthew QuickEmail author
  • Jane Law
Chapter
Part of the Advances in Geographic Information Science book series (AGIS)

Abstract

The spatial distribution of violent crime is influenced by small-area characteristics. The social disorganization theory proposes that neighbourhood-scale characteristics, including ethnic composition and immigrant residents, indirectly influence crime through social control. Recent spatial demographic changes in urban areas, including increased immigration and ethnic heterogeneity in city peripheries, have motivated reconsiderations of social disorganization. Using exploratory spatial data analysis and spatial regression methods, this research identifies violent crime hotspots and analyzes the influence of ethnic composition and immigrant resident concentration on violent crime in Toronto, Ontario, at the census tract scale. Results suggest that violent crime hotspots are located in downtown and north Toronto and that ethnic heterogeneity is positively associated with violent crime rate while immigrant resident concentration is negatively associated. This research provides novel insight into the spatial dimensions of crime and the effects of spatial demographic changes on violent crime and social disorganization in contemporary cities.

Keywords

Spaital analysis Violent crime Spatial regression Social disorganization Demography 

References

  1. Andresen M (2006a) A spatial analysis of crime in Vancouver, British Columbia: a synthesis of social disorganization and routine activity theory. Can Geogr 50(4):487–502CrossRefGoogle Scholar
  2. Andresen M (2006b) Crime measures and the spatial analysis of criminal activity. Brit J Criminol 46:258–285CrossRefGoogle Scholar
  3. Anselin L (1995) Local indicators of spatial association—LISA. Geogr Anal 27(2):93–115CrossRefGoogle Scholar
  4. Anselin L (1998) Lagrange multiplier test diagnostics for spatial dependence and spatial heterogeneity. Geogr Anal 20(1):1–17CrossRefGoogle Scholar
  5. Anselin L (2005) Exploring spatial data with GeoDa: A Workbook. Available via Spatial Analysis Laboratory, University of Illinois and Centre for Spatially Integrated Social Science. https://www.csiss.org/clearinghouse/GeoDa/geodaworkbook.pdf. Accessed 14 Nov 2014
  6. Anselin L, Rey S (1991) Properties of tests for spatial dependence in linear regression models. Geogr Anal 23(2):112–131CrossRefGoogle Scholar
  7. Baller RD, Anselin L, Messner SF et al (2001) Structural covariates of U.S. county homicide rates: incorporating spatial effects. Criminology 39(3):561–590CrossRefGoogle Scholar
  8. Bourne LS, Rose D (2001) The changing face of Canada: the uneven geographies of population and social change. Can Geogr 45(1):105–119CrossRefGoogle Scholar
  9. Brantingham PJ, Brantingham PL (1981) Environmental criminology. Sage Publications, Beverly HillsGoogle Scholar
  10. Brantingham PJ, Brantingham PL (2008) Crime pattern analysis. In: Wortley R, Maerolle L (eds) Environmental criminology and crime analysis. Willan Publishing, PortlandGoogle Scholar
  11. Bursik RJ Jr (1988) Social disorganization and theories of crime and delinquency: problems and prospects. Criminology 26(4):519–551CrossRefGoogle Scholar
  12. Chun Y (2014) Analyzing space-time crime incidents using eigenvector spatial filtering: an application to vehicle burglary. Geogr Anal 46:165–184CrossRefGoogle Scholar
  13. City of Toronto (2009) Neighborhood planning areas. Available via city of Toronto Social Development, Finance, and Administration. http://www1.toronto.ca/wps/portal/contentonly?vgnextoid=1e68f40f9aae0410VgnVCM10000071d60f89RCRD. Accessed 14 Nov 2014
  14. City of Toronto (2013) Toronto’s racial diversity. http://www.toronto.ca/toronto_facts/diversity.htm. Accessed 14 Nov 2014
  15. Farrar DE, Glauber RR (1967) Multicollinearity in regression analysis: the problem revisited. Rev Econ Stat 49(1):92–107CrossRefGoogle Scholar
  16. Graif C, Sampson RJ (2009) Spatial heterogeneity in the effects of immigration and diversity on neighbourhood homicide rates. Homicide Stud 13:242–260CrossRefGoogle Scholar
  17. Haining R, Law J, Griffith DA (2009) Modelling small area counts in the presence of overdispersion and spatial autocorrelation. Comput Stat Data Anal 53:2923–2937CrossRefGoogle Scholar
  18. Hirschfield A, Brown P, Todd P (1995) GIS and the analysis of spatially-referenced crime data: experiences in Merseyside, U.K. Int J Geogr Inf Syst 9(2):191–210CrossRefGoogle Scholar
  19. Hulchanski D (2010) Three cities within Toronto: income polarization among Toronto’s neighbourhoods, 1970–2005. Available via University of Toronto Cities Centre. http://www.urbancentre.utoronto.ca/pdfs/curp/tnrn/Three-Cities-Within-Toronto-2010-Final.pdf. Accessed 14 Nov 2014
  20. Kaplan GA (2004) What’s wrong with social epidemiology, and how can we make it better? Empidemiol Rev 26(1):124–135CrossRefGoogle Scholar
  21. Kinney JB, Brantingham PL, Wuschke K et al (2008) Crime attractors, generators and detractors: land use and urban crime opportunities. Built Environ 34(1):62–74CrossRefGoogle Scholar
  22. Kubrin CE (2008) Racial heterogeneity and crime: measuring static and dynamic effects. Res Commun Sociol 10:189–218Google Scholar
  23. Kubrin CE (2009) Social disorganization theory: then, now, and in the future. In: Krohn MD, Lizotte AJ, Hall GP (eds) Handbook on crime and deviance. Springer, New YorkGoogle Scholar
  24. Kubrin CE (2013) Immigration and crime. In: Cullen FT, Wilcox P (eds) The Oxford handbook of criminological theory. Oxford University Press, OxfordGoogle Scholar
  25. Kubrin CE, Weitzer R (2003) New directions in social disorganization theory. J Res Crime Delinq 40(4):374–402CrossRefGoogle Scholar
  26. Law J, Haining R (2004) A Bayesian approach to modeling binary data: the case of high-intensity crime areas. Geogr Anal 36(3):197–216CrossRefGoogle Scholar
  27. Law J, Quick M (2013) Exploring links between juvenile offenders and social disorganization at a large map scale: a Bayesian spatial modeling approach. J Geogr Syst 15:89–113CrossRefGoogle Scholar
  28. Law J, Quick M, Chan PW (2014) Bayesian spatio-temporal modeling for analyzing local patterns of crime over time at the small-area level. J Quant Criminol 30:57–78CrossRefGoogle Scholar
  29. Lee MT, Martinez R Jr (2002) Social disorganization revisited: mapping the recent immigration and black homicide relationship in Northern Miami. Sociol Focus 35(4):363–380CrossRefGoogle Scholar
  30. Lee MT, Martinez R Jr (2009) Immigration reduces crime: an emerging scholarly consensus. Sociol Crime Law Deviance 13:3–16CrossRefGoogle Scholar
  31. Martinez R Jr, Stowell JL, Lee MT (2010) Immigration and crime in an era of transformation: a longitudinal analysis of homicides in San Diego neighbourhoods, 1980–2000. Criminology 48(3):797–829CrossRefGoogle Scholar
  32. Mears DP (2001) The immigration—crime nexus: toward an analytical framework for assessing and guiding theory, research, and policy. Sociol Perspect 44(1):1–19CrossRefGoogle Scholar
  33. Morenoff JD, Sampson RJ (1997) Violent crime and the spatial dynamics of neighborhood transition: Chicago, 1970–1990. Soc Forces 76(1):31–64CrossRefGoogle Scholar
  34. Morenoff JD, Sampson RJ, Raudenbush SW (2001) Neighbourhood inequality, collective efficacy, and the spatial dynamics of urban violence. Criminology 39(3):517–560CrossRefGoogle Scholar
  35. Murray AT, McGuffog I, Western JS, Mullins P (2001) Exploratory spatial data analysis techniques for examining urban crime. Brit J Criminol 41:309–329CrossRefGoogle Scholar
  36. Openshaw S (1984) Ecological fallacies and the analysis of areal census data. Environ Plann A 16(1):17–31CrossRefGoogle Scholar
  37. Ouimet M (2000) Aggregation bias in ecological research: how social disorganization and criminal opportunities shape the spatial distribution of juvenile delinquency in Montreal. Can J Criminol 42:135–156Google Scholar
  38. Peterson RD, Krivo LJ (2005) Macrostructural analyses of race, ethnicity, and violent crime: recent lessons and new directions for research. Annu Rev Sociol 31:331–356CrossRefGoogle Scholar
  39. Peterson RD, Krivo LJ (2009) Segregated spatial locations, race-ethnic composition, and neighborhood crime. Ann Am Acad Polit SS 623:93–107CrossRefGoogle Scholar
  40. Quick M, Law J (2013) Exploring hotspots of drug offences in Toronto: a comparison of four local spatial cluster detection methods. Can J Crim 55(2):215–238Google Scholar
  41. Martinez Jr. R, Lee MT (2000) On immigration and crime. In: The nature of crime: continuity and change. Criminal Justice 2000. Available via National Criminal Justice Reference Service. https://www.ncjrs.gov/criminal_justice2000/vol_1/02j.pdf. Accessed 14 Nov 2014
  42. Ousey GC, Kubrin CE (2009) Exploring the connection between immigration and violent crime rates in U.S. cities, 1980–2000. Soc Probl 56(3):447–473Google Scholar
  43. Ratcliffe JH (2012) The spatial extent of criminogenic places: a changepoint regression of violence around bars. Geogr Anal 44(4):302–320CrossRefGoogle Scholar
  44. Ratcliffe JH, McCullagh MJ (1999) Hotbeds of crime and the search for spatial accuracy. J Geogr Syst 1:385–398CrossRefGoogle Scholar
  45. Reid LW, Weiss HE, Adelman RM et al (2005) The immigration-crime relationship: evidence across US metropolitan areas. Soc Sci Res 34:757–780CrossRefGoogle Scholar
  46. Sampson RJ, Groves WB (1989) Community structure and crime: testing social disorganization theory. Am J Sociol 94(4):774–802CrossRefGoogle Scholar
  47. Sampson RJ, Raudenbush SW (1999) Systematic social observation of public spaces: a new look at disorder in urban neighbourhoods. Am J Sociol 105(3):603–651CrossRefGoogle Scholar
  48. Sampson RJ, Raudenbush SW, Earls F (1997) Neighbourhoods and violent crime: a multilevel study of collective efficacy. Science 15(277):918–924CrossRefGoogle Scholar
  49. Sampson RJ, Morenoff JD, Gannon-Rowley T (2002) Assessing “neighbourhood effects”: social processes and new directions in research. Annu Rev Sociol 28:443–478CrossRefGoogle Scholar
  50. Shaw C, McKay H (1942) Juvenile delinquency and urban areas: a study of rate of delinquents in relation to differential characteristics of local communities in American cities. University of Chicago Press, ChicagoGoogle Scholar
  51. Siemiatycki M, Isin E (1997) Immigration, diversity and urban citizenship in Toronto. Can J Reg Sci 20(1):73–102Google Scholar
  52. Statistics Canada (2006) Suppression criteria, community profiles. http://www12.statcan.ca/census-recensement/2006/dp-pd/prof/92-591/help-aide/metadata/Suppression.cfm?Lang=E. Accessed 14 Nov 2014
  53. Statistics Canada (2011) Data elements and violation coding structure for the Uniform Crime Reporting Survey. http://www23.statcan.gc.ca/imdb-bmdi/document/3302_D15_T9_V1-eng.htm. Accessed 12 Nov 2014
  54. Statistics Canada (2012) Census tract. https://www12.statcan.gc.ca/census-recensement/2011/ref/dict/geo013-eng.cfm. Accessed 12 Nov 2014
  55. Steenbeck W, Volker B, Flap H et al (2012) Local businesses as attractors or preventers of neighbourhood disorder. J Res Crime Delinq 49:213–248CrossRefGoogle Scholar
  56. Stowell JI, Messner SF, Mcgeever KF et al (2009) Immigration and the recent violent crime drop in the United States: a pooled, cross-sectional time-series analysis of metropolitan areas. Criminology 47(3):889–928CrossRefGoogle Scholar
  57. Tita GE, Radil SM (2010a) Making space for theory: the challenge of theorizing space and place for spatial analysis in criminology. J Quant Criminol 26:467–479CrossRefGoogle Scholar
  58. Tita GE, Radil SM (2010b) Spatial regression models in criminology: modeling social processes in the spatial weights matrix. In: Piquero AR, Weisburd D (eds) Handbook of quantitative criminology. Springer, New YorkGoogle Scholar
  59. Townsley M (2009) Spatial autocorrelation and impacts on criminology. Geogr Anal 41:452–461CrossRefGoogle Scholar
  60. Velez MB (2009) Contextualizing the immigration and crime effect: an analysis of homicide in Chicago neighbourhoods. Homicide Stud 13(3):325–335CrossRefGoogle Scholar
  61. Veysey BM, Messner SF (1999) Further testing of social disorganization theory: an elaboration of Sampson and Groves’s ‘community structure and crime’. J Res Crime Delinq 36:156–174CrossRefGoogle Scholar
  62. Walks RA, Bourne LS (2006) Ghettos in Canada’s cities? Racial segregation, ethnic enclaves and poverty concentration in Canadian urban areas. Can Geogr 50(3):273–297CrossRefGoogle Scholar
  63. Warner BD, Rountree PW (1997) Local social ties in a community and crime model: questioning the systemic nature of informal social control. Soc Probl 44(4):520–536CrossRefGoogle Scholar
  64. Wikstrom P-O, Dolmen L (1990) Crime and crime trends in different urban environments. J Quant Criminol 6(1):7–30CrossRefGoogle Scholar
  65. Wortley S (2009) The immigration-crime connection: competing theoretical perspectives. Int Migr 10:349–358CrossRefGoogle Scholar

Copyright information

© Springer International Publishing Switzerland 2015

Authors and Affiliations

  1. 1.University of WaterlooWaterlooCanada

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