Interpreting the influence of urban form on household car travel using partial least squares structural equation modelling: some evidence from Northern Ireland

Banerjee, U.; Hine, J., 2016, in Transportation Planning and Technology

doi:10.1080/03081060.2015.1108081
Location Northern Ireland
Population General
Sample size 662
Factor analysis type confirmatory factor analysis, nan rotation
Stepwise regression no
Removal of insignificant variables no
Reviewed by LCM

Abstract

This paper investigates the relative influence of urban form, attitude and preferences and socio-economic and demographic factors on travel patterns in terms of vehicular miles travelled in Northern Ireland. Two specific issues unique to the research context, where car reliance is an inherent part of daily lifestyle, are of concern when determining the pattern of these inter-relationships: firstly ‘where we live’ and secondly its impact on ‘how we travel’ or vice versa. Using partial least squares structural equation modelling the empirical findings show that while there is no significant direct influence of the neighbourhood scale urban form variables on the vehicular miles travelled (VMT), regional-scale urban form factors exert a strong effect on VMT. Car-oriented preference and socio-economic characteristics were found to be key determinants of VMT, although the strongest influence is exerted by residential preferences namely ‘where we live’ which in turn influences ‘how we travel’. © 2015 Taylor & Francis.

Factors

Models

Source variable Target variable Effect p-value Effect type
Neighborhood properties Travel (VMT) -0.021 nan direct_effect
Neighborhood properties Distance to city center -0.251 <0.01 direct_effect
Neighborhood quality Travel (VMT) 0.07 <0.1 direct_effect
Neighborhood quality Distance to city center 0.235 <0.01 direct_effect
Car oriented Travel (VMT) 0.274 <0.01 direct_effect
Car oriented Distance to city center 0.04 nan direct_effect
Sustainable travel oriented Travel (VMT) -0.042 nan direct_effect
Sustainable travel oriented Distance to city center -0.045 nan direct_effect
Residential preferences Travel (VMT) 0.013 nan direct_effect
Residential preferences Distance to city center 0.298 <0.01 direct_effect
Socioeconomics, demographics Travel (VMT) 0.263 <0.01 direct_effect
Socioeconomics, demographics Distance to city center -0.053 nan direct_effect
Distance to city center Travel (VMT) 0.205 <0.01 direct_effect

The Attitudes and Travel Database is produced with support from the Center for Teaching Old Models New Tricks at Arizona State University, a University Transportation Center sponsored by the US Department of Transportation through Grant No. 69A3551747116.

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