Exploring built environment correlates of walking for different purposes: Evidence for substitution
Chun Yin,
Jason Cao,
Bindong Sun and
Jiahang Liu
Journal of Transport Geography, 2023, vol. 106, issue C
Abstract:
Improving the built environment is one strategy to promote walking. However, few studies have identified the collective contribution of built environment elements to different types of walking relative to socio-demographic attributes. Moreover, people may have a budget for total physical activity; this assumption needs to be tested in the literature on the built environment and travel behavior. This study applied gradient boosting decision trees to investigate the correlations between the built environment and the durations of utilitarian walking and recreational walking using data from Shanghai, China. The results showed that the built environment had larger predictive power for utilitarian walking, whereas socio-demographics were more important for recreational walking. Land use mix and distance to the city center, which are important for predicting walking, had opposite effects on utilitarian versus recreational walking. These findings support the theory of a physical activity budget. Road density is associated with different types of walking in a similar pattern.
Keywords: Compact development; Physical activity budget; Substitution effect; Errand walking; Leisure walking; Machine learning (search for similar items in EconPapers)
Date: 2023
References: View references in EconPapers View complete reference list from CitEc
Citations: View citations in EconPapers (3)
Downloads: (external link)
http://www.sciencedirect.com/science/article/pii/S0966692322002289
Related works:
This item may be available elsewhere in EconPapers: Search for items with the same title.
Export reference: BibTeX
RIS (EndNote, ProCite, RefMan)
HTML/Text
Persistent link: https://EconPapers.repec.org/RePEc:eee:jotrge:v:106:y:2023:i:c:s0966692322002289
DOI: 10.1016/j.jtrangeo.2022.103505
Access Statistics for this article
Journal of Transport Geography is currently edited by Frank Witlox
More articles in Journal of Transport Geography from Elsevier
Bibliographic data for series maintained by Catherine Liu ().