2013
DOI: 10.1007/s11116-013-9462-9
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How do built-environment factors affect travel behavior? A spatial analysis at different geographic scales

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Cited by 187 publications
(111 citation statements)
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“…By applying a cross-sectional design, most of the existing studies offer a snap shot of travel behavior and environmental outcomes in different places at one point in time and while these studies reveal the correlation between urban form and its impacts, they do not prove causality (Handy 2005). In the case of sprawl and transportation, researchers have argued about the possibility of a 'selfselection' bias which is particularly ignored in a cross-sectional framework (Brownstone and Golob 2009;Hong et al 2013). The idea is that individuals who would prefer to walk or take transit than drive choose to live in more compact neighborhoods that are conducive to walking and taking transit (Handy 2005).…”
Section: Gaps In Existing Urban Form Studiesmentioning
confidence: 99%
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“…By applying a cross-sectional design, most of the existing studies offer a snap shot of travel behavior and environmental outcomes in different places at one point in time and while these studies reveal the correlation between urban form and its impacts, they do not prove causality (Handy 2005). In the case of sprawl and transportation, researchers have argued about the possibility of a 'selfselection' bias which is particularly ignored in a cross-sectional framework (Brownstone and Golob 2009;Hong et al 2013). The idea is that individuals who would prefer to walk or take transit than drive choose to live in more compact neighborhoods that are conducive to walking and taking transit (Handy 2005).…”
Section: Gaps In Existing Urban Form Studiesmentioning
confidence: 99%
“…Handy and Clifton (2001) found that residents with a higher frequency of walking to the store (compared to other neighborhoods) did in fact choose their neighborhood because they like to walk to the store. On the other hand, the travel impacts of neighborhood characteristics are found to be significant in many studies even after controlling for the influence of residential self-selection (Cao et al 2009;Hong et al 2013). After reviewing possible methodologies that can be adopted to relieve the selfselection impact, Mokhtarian and Cao (2008) developed six categories: direct questioning, statistical control, instrumental variable models, sample selection models, other joint models (joint discrete choice models and structural equations models), and longitudinal designs.…”
Section: Gaps In Existing Urban Form Studiesmentioning
confidence: 99%
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“…The Bayesian multilevel model can be considered as an extension of regression models that produce different coefficients by subject groups (Hong et al 2011;Shen et al 2011). Subjects in the same level/group are likely to be similar to each other in terms of their observable characteristics.…”
Section: Multilevel Bayesian Regression Model Specificationmentioning
confidence: 99%