A new zone system to analyze the spatial relationships between the built environment and traffic safety
Marta Rodrigues Obelheiro,
Alan Ricardo da Silva,
Christine Tessele Nodari,
Helena Beatriz Bettella Cybis and
Luis Antonio Lindau
Journal of Transport Geography, 2020, vol. 84, issue C
Abstract:
This study aims to investigate the impacts of the built environment on traffic safety at a zonal level using a newly developed crash-related zone system. Traffic analysis zones (TAZs) have been widely employed to analyze traffic safety at a macroscopic level. However, this zone system use may present problems. Unlike previous studies, in which new zoning systems were created from aggregating TAZs, in this study the new zone system, formed by traffic safety analysis zones (TSAZs), is created from the smallest available census units. Geographically Weighted Negative Binomial Regression (GWNBR) models are used and a comparative analysis between non-spatial global crash prediction models and spatial local GWPR (Geographically Weighted Poisson Regression) and GWNBR models using the two zonal systems is presented. We find that TSAZs based models performed better than TAZs based models, especially when combined to the GWNBR technique. Our results show that several features of the built environment are significant crash predictors, and that the relationships among these features and traffic safety vary across space. By combining a crash-related zonal system with spatial GWNBR models to understand the built environment effects on traffic safety, the results of the analysis can help urban planners to consider traffic safety proactively when planning or retrofitting urban areas.
Keywords: Built environment; Local spatial models; Geographically weighted negative binomial regression; Traffic safety analysis zones; Macroscopic safety analysis (search for similar items in EconPapers)
Date: 2020
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Citations: View citations in EconPapers (3)
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Persistent link: https://EconPapers.repec.org/RePEc:eee:jotrge:v:84:y:2020:i:c:s096669231930225x
DOI: 10.1016/j.jtrangeo.2020.102699
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