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How the built environment shapes our daily journeys: A nonlinear exploration of home and work environments’ relationship with active travel in Shanghai, China

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  • Jiang, Huaxiong
  • Zhang, Qinran
  • Guo, Kaifei
  • Helbich, Marco
  • Yang, Haoran

Abstract

In this study, we examined the built environment’s nonlinear relationships and threshold effects on the active travel of 1,002 full-time employees in Shanghai, China. Using gradient boosting decision trees (GBDTs), we considered active travel and objectively measured and perceived built environmental correlates at both the residential and workplace levels. Our results showed that 1) both residential and workplace built environment attributes tend to have a nonlinear relationship and that threshold effects exist until active travel is related; 2) compared with the perceived built environment, the objective features of the built environment had distinct explanatory power, while the relationships followed either (inverted) V-shapes or were roughly linear; 3) relationships of the built environment, regardless of whether they were measured objectively or perceived, deviated between residential and workplace locations; and 4) the built environment was more strongly related with walking rather than cycling at both the residential and workplace levels. Overall, the findings provide policy-makers with more effective neighborhood planning strategies to facilitate active travel-friendly environments.

Suggested Citation

  • Jiang, Huaxiong & Zhang, Qinran & Guo, Kaifei & Helbich, Marco & Yang, Haoran, 2025. "How the built environment shapes our daily journeys: A nonlinear exploration of home and work environments’ relationship with active travel in Shanghai, China," Transportation Research Part A: Policy and Practice, Elsevier, vol. 192(C).
    • Handle: RePEc:eee:transa:v:192:y:2025:i:c:s0965856425000059
    DOI: 10.1016/j.tra.2025.104377
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    References listed on IDEAS

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    1. Wang, Donggen & Chai, Yanwei & Li, Fei, 2011. "Built environment diversities and activity–travel behaviour variations in Beijing, China," Journal of Transport Geography, Elsevier, vol. 19(6), pages 1173-1186.
    2. Liang Ma & Jason Cao, 2019. "How perceptions mediate the effects of the built environment on travel behavior?," Transportation, Springer, vol. 46(1), pages 175-197, February.
    3. Yang, Yongjiang & Sasaki, Kuniaki & Cheng, Long & Tao, Sui, 2022. "Does the built environment matter for active travel among older adults: Insights from Chiba City, Japan," Journal of Transport Geography, Elsevier, vol. 101(C).
    4. Sun, Bindong & Liu, Jiahang & Yin, Chun & Cao, Jason, 2022. "Residential and workplace neighborhood environments and life satisfaction: Exploring chain-mediation effects of activity and place satisfaction," Journal of Transport Geography, Elsevier, vol. 104(C).
    5. Sune Djurhuus & Henning S. Hansen & Mette Aadahl & Charlotte Glümer, 2014. "The Association between Access to Public Transportation and Self-Reported Active Commuting," IJERPH, MDPI, vol. 11(12), pages 1-20, December.
    6. Bondemark, Anders, 2023. "Walk this way how do individuals with different preferences for active travel modes respond to walkability?," Transportation Research Part A: Policy and Practice, Elsevier, vol. 175(C).
    7. Jiang, Huaxiong & Wang, Yuxiao & Ma, Wei & Wang, Jiao'’e & Zhang, Mengmeng, 2024. "Unlocking the nonlinear Nexus: Accessibility of emergency resource and resident participation in flood response," Journal of Transport Geography, Elsevier, vol. 118(C).
    8. Norwood, Patricia & Eberth, Barbara & Farrar, Shelley & Anable, Jillian & Ludbrook, Anne, 2014. "Active travel intervention and physical activity behaviour: An evaluation," Social Science & Medicine, Elsevier, vol. 113(C), pages 50-58.
    9. Md. Kamruzzaman & Simon Washington & Douglas Baker & Wendy Brown & Billie Giles-Corti & Gavin Turrell, 2016. "Built environment impacts on walking for transport in Brisbane, Australia," Transportation, Springer, vol. 43(1), pages 53-77, January.
    10. Cheng, Long & Chen, Xuewu & Yang, Shuo & Cao, Zhan & De Vos, Jonas & Witlox, Frank, 2019. "Active travel for active ageing in China: The role of built environment," Journal of Transport Geography, Elsevier, vol. 76(C), pages 142-152.
    11. Frank S. Koppelman & Patricia K. Lyon, 1981. "Attitudinal Analysis of Work/School Travel," Transportation Science, INFORMS, vol. 15(3), pages 233-254, August.
    12. Liu, Jixiang & Wang, Bo & Xiao, Longzhu, 2021. "Non-linear associations between built environment and active travel for working and shopping: An extreme gradient boosting approach," Journal of Transport Geography, Elsevier, vol. 92(C).
    13. Hou, Yuting & Yap, Winston & Chua, Rochelle & Song, Siqi & Yuen, Belinda, 2020. "The associations between older adults’ daily travel pattern and objective and perceived built environment: A study of three neighbourhoods in Singapore," Transport Policy, Elsevier, vol. 99(C), pages 314-328.
    14. Lawrence Frank & Mark Bradley & Sarah Kavage & James Chapman & T. Lawton, 2008. "Urban form, travel time, and cost relationships with tour complexity and mode choice," Transportation, Springer, vol. 35(1), pages 37-54, January.
    15. Yang, Haoran & Zhang, Qinran & Helbich, Marco & Lu, Yi & He, Dongsheng & Ettema, Dick & Chen, Long, 2022. "Examining non-linear associations between built environments around workplace and adults’ walking behaviour in Shanghai, China," Transportation Research Part A: Policy and Practice, Elsevier, vol. 155(C), pages 234-246.
    16. Sun, Bindong & Yan, Hong & Zhang, Tinglin, 2017. "Built environmental impacts on individual mode choice and BMI: Evidence from China," Journal of Transport Geography, Elsevier, vol. 63(C), pages 11-21.
    17. repec:plo:pone00:0213584 is not listed on IDEAS
    18. Md. Kamruzzaman & Simon Washington & Douglas Baker & Wendy Brown & Billie Giles-Corti & Gavin Turrell, 2016. "Built environment impacts on walking for transport in Brisbane, Australia," Transportation, Springer, vol. 43(1), pages 53-77, January.
    19. Zhao, Pengjun & Li, Shengxiao, 2017. "Bicycle-metro integration in a growing city: The determinants of cycling as a transfer mode in metro station areas in Beijing," Transportation Research Part A: Policy and Practice, Elsevier, vol. 99(C), pages 46-60.
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