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Exploring the global and local patterns of income segregation in Toronto, Canada: A multilevel multigroup modeling approach

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  • Matthew Quick

    (7864Arizona State University, United States)

  • Nick Revington

Abstract

Residential income segregation is a spatial manifestation of social inequality and is an important factor that influences access to resources, services, and amenities. In general, past research analyzing income segregation has applied index-based methods to describe the separation of low-income households at one spatial scale; however, existing studies have not yet considered how income segregation varies across multiple income classes, spatial scales, and local contexts. This study applies a multilevel multigroup modeling approach to explore the global and local patterns of income segregation between dissemination areas (micro-scale), census tracts (meso-scale), and neighborhoods (macro-scale) in Toronto, Canada. A global model that estimates the overall multiscale segregation of five income classes finds that the most affluent families had the highest levels of segregation and that the segregation of all income classes was strongest at the macro- and micro-scales. A local model that allows the micro-scale segregation measures to vary geographically shows that higher-income families were less segregated in the city center than in the inner suburbs, that middle-income families were highly segregated in areas serviced by public transit, and that almost all income classes had high levels of segregation in disadvantaged neighborhoods prioritized for investment by local policymakers. The methodological and substantive contributions of this study for understanding the complex patterns of income segregation are discussed.

Suggested Citation

  • Matthew Quick & Nick Revington, 2022. "Exploring the global and local patterns of income segregation in Toronto, Canada: A multilevel multigroup modeling approach," Environment and Planning B, , vol. 49(2), pages 637-653, February.
    • Handle: RePEc:sae:envirb:v:49:y:2022:i:2:p:637-653
    DOI: 10.1177/23998083211021419
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    References listed on IDEAS

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    1. Andrejs Skaburskis & Kristopher Nelson, 2014. "Filtering and Gentrifying in Toronto: Neighbourhood Transitions in and out from the Lowest Income Decile between 1981 and 2006," Environment and Planning A, , vol. 46(4), pages 885-900, April.
    2. Kelvyn Jones & David Manley & Ron Johnston & Dewi Owen, 2018. "Modelling residential segregation as unevenness and clustering: A multilevel modelling approach incorporating spatial dependence and tackling the MAUP," Environment and Planning B, , vol. 45(6), pages 1122-1141, November.
    3. W. J. Browne & S. V. Subramanian & K. Jones & H. Goldstein, 2005. "Variance partitioning in multilevel logistic models that exhibit overdispersion," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 168(3), pages 599-613, July.
    4. Acevedo-Garcia, D., 2001. "Zip code-level risk factors for tuberculosis: Neighborhood environment and residential segregation in New Jersey, 1985-1992," American Journal of Public Health, American Public Health Association, vol. 91(5), pages 734-741.
    5. Ahmed El-Geneidy & Michael Grimsrud & Rania Wasfi & Paul Tétreault & Julien Surprenant-Legault, 2014. "New evidence on walking distances to transit stops: identifying redundancies and gaps using variable service areas," Transportation, Springer, vol. 41(1), pages 193-210, January.
    6. Ana Petrović & Maarten van Ham & David Manley, 2018. "Multiscale Measures of Population: Within- and between-City Variation in Exposure to the Sociospatial Context," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 108(4), pages 1057-1074, July.
    7. Eric Fong & Kumiko Shibuya, 2000. "The spatial separation of the poor in Canadian cities," Demography, Springer;Population Association of America (PAA), vol. 37(4), pages 449-459, November.
    8. James Sakoda, 1981. "A generalized index of dissimilarity," Demography, Springer;Population Association of America (PAA), vol. 18(2), pages 245-250, May.
    9. Tom Slater, 2013. "Your Life Chances Affect Where You Live: A Critique of the ‘Cottage Industry’ of Neighbourhood Effects Research," International Journal of Urban and Regional Research, Wiley Blackwell, vol. 37(2), pages 367-387, March.
    10. George Leckie & Harvey Goldstein, 2015. "A multilevel modelling approach to measuring changing patterns of ethnic composition and segregation among London secondary schools, 2001–2010," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 178(2), pages 405-424, February.
    11. Kelvyn Jones & Ron Johnston & David Manley & Dewi Owen & Chris Charlton, 2015. "Ethnic Residential Segregation: A Multilevel, Multigroup, Multiscale Approach Exemplified by London in 2011," Demography, Springer;Population Association of America (PAA), vol. 52(6), pages 1995-2019, December.
    12. Youngjo Lee & John A. Nelder, 2006. "Double hierarchical generalized linear models (with discussion)," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 55(2), pages 139-185, April.
    13. David J. Spiegelhalter & Nicola G. Best & Bradley P. Carlin & Angelika Van Der Linde, 2002. "Bayesian measures of model complexity and fit," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 64(4), pages 583-639, October.
    14. Sean Reardon & Stephen Matthews & David O’Sullivan & Barrett Lee & Glenn Firebaugh & Chad Farrell & Kendra Bischoff, 2008. "The geographic scale of Metropolitan racial segregation," Demography, Springer;Population Association of America (PAA), vol. 45(3), pages 489-514, August.
    15. Douglas S. Massey & Jonathan Rothwell & Thurston Domina, 2009. "The Changing Bases of Segregation in the United States," The ANNALS of the American Academy of Political and Social Science, , vol. 626(1), pages 74-90, November.
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