Influences of built environments on commuting and non-commuting walk trip generation in a compact city with selection bias correction

Walkable environments are increasingly important for sustainable transport, and the built environment’s influence on walking behaviour has been widely explored. However, limited studies have examined the impact of the built environment on individual walk trip generation for different purposes in walking-oriented compact cities, where zero walk trip observations may not represent non-walkers, thereby leading to sample selection bias. Thus, this study applied a two-stage modelling approach correcting for selection bias to investigate the associations of individual, household, and built environment characteristics with individual walk trip generation, including ‘non-zero walk trips’ (walking adoption) and ‘walking duration’ for both commuting and non-commuting purposes. Macao, a high-density city where walking is the primary mode of transport, was selected as the case study. The individual trip data (N = 2288) from a government travel survey were combined with built environment features for modelling. Results indicated that household car and scooter ownership discouraged commuting and non-commuting walk trip generation. Moreover, population density and land use mixture were inversely correlated with commuting and non-commuting walk trip generation, respectively. Street density increased commuting walk trip generation, whereas pedestrian bridge density facilitated non-commuting walking adoption and shorter commuting and non-commuting walking durations. Finally, based on the findings and a comparison of walk trip generation in cases with varying urban densities, policy implications for promoting walking in a compact city were presented.

Authors

Institutions

Publication Details

Journal
International Journal of Urban Sciences
Published
2026-07-30
DOI
https://doi.org/10.1080/12265934.2026.2691196
Primary Topic
Urban Transport and Accessibility
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Influences of built environments on commuting and non-commuting walk trip generation in a compact city with selection bias correction

Hsu-Sheng Hsieh, Kun Pang Kou, Weng Keong Ku, Ka Io Wong
International Journal of Urban Sciences
Urban Transport and Accessibility
article

Influences of built environments on commuting and non-commuting walk trip generation in a compact city with selection bias correction

Hsu-Sheng Hsieh, Kun Pang Kou, Weng Keong Ku, Ka Io Wong
article en

Abstract

Walkable environments are increasingly important for sustainable transport, and the built environment’s influence on walking behaviour has been widely explored. However, limited studies have examined the impact of the built environment on individual walk trip generation for different purposes in walking-oriented compact cities, where zero walk trip observations may not represent non-walkers, thereby leading to sample selection bias. Thus, this study applied a two-stage modelling approach correcting for selection bias to investigate the associations of individual, household, and built environment characteristics with individual walk trip generation, including ‘non-zero walk trips’ (walking adoption) and ‘walking duration’ for both commuting and non-commuting purposes. Macao, a high-density city where walking is the primary mode of transport, was selected as the case study. The individual trip data (N = 2288) from a government travel survey were combined with built environment features for modelling. Results indicated that household car and scooter ownership discouraged commuting and non-commuting walk trip generation. Moreover, population density and land use mixture were inversely correlated with commuting and non-commuting walk trip generation, respectively. Street density increased commuting walk trip generation, whereas pedestrian bridge density facilitated non-commuting walking adoption and shorter commuting and non-commuting walking durations. Finally, based on the findings and a comparison of walk trip generation in cases with varying urban densities, policy implications for promoting walking in a compact city were presented.

International Journal of Urban Sciences
National Sun Yat-sen University (TW), National Yang Ming Chiao Tung University (TW), University of Macau (MO), Institute of Public Affairs (PL)
Sustainable cities and communities
Openalex Percentile: Top 6%
Urban Transport and Accessibility
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.