Journal
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY
Volume 176, Issue 4, Pages 931-950Publisher
OXFORD UNIV PRESS
DOI: 10.1111/j.1467-985X.2012.01071.x
Keywords
Child pedestrian casualties; Confounding; Deprivation; Interference; Spatial model
Funding
- Natural Sciences and Engineering Council of Canada
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. The paper investigates the link between area-based socio-economic deprivation and the incidence of child pedestrian casualties. The analysis is conducted by using data for small spatial zones within major British cities over the period 2001-2007. Spatial longitudinal generalized linear mixed models, estimated by using frequentist and Bayesian approaches, are used to address issues of confounding, spatial dependence and transmission of deprivation effects across zones (i.e. interference). The results show a consistent strong deprivation effect across model specifications. The incidence of child pedestrian casualties in the most deprived zones is typically greater than 10 times that in the least deprived zones. Modelling interference through a spatially auto-regressive covariate uncovers a substantially larger effect.
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