IDEAS home Printed from https://ideas.repec.org/a/eee/jotrge/v118y2024ics0966692324001303.html
   My bibliography  Save this article

Non-linear effects of children's daily travel distance on their travel mode choice considering different destinations

Author

Listed:
  • Long, Yi
  • Ao, Yibin
  • Li, Haimei
  • Bahmani, Homa
  • Li, Mingyang

Abstract

The scientific layout of child-friendly facilities in the community is of great significance to children's daily activities and healthy growth, which is also a vital concern of the United Nations. However, there is little evidence to prove the intrinsic mechanism of children's daily travel behavior and daily travel destinations. Therefore, this study takes 118 communities in Shuangliu District, Chengdu, as an example and uses a eXtreme Gradient Boosting (XGBoost) model to explore the non-linear effects and threshold effects of children's daily travel distance on their travel mode choices by considering different destinations of children's daily travel in the communities. We found that children's daily travel distances and destinations are vital for their travel mode choice, especially the most significant effect of travel distance. For different children's daily travel destinations, travel distance has a more substantial threshold effect on children's non-walking travel mode choice. Therefore, to scientifically and rationally distribute child-friendly facilities in the community, which may help children's healthy development, a child-friendly city should be planned, constructed, or renewed through the internal logical relationship between children's daily travel destinations, travel distances, and travel mode choices should be considered comprehensively.

Suggested Citation

  • Long, Yi & Ao, Yibin & Li, Haimei & Bahmani, Homa & Li, Mingyang, 2024. "Non-linear effects of children's daily travel distance on their travel mode choice considering different destinations," Journal of Transport Geography, Elsevier, vol. 118(C).
  • Handle: RePEc:eee:jotrge:v:118:y:2024:i:c:s0966692324001303
    DOI: 10.1016/j.jtrangeo.2024.103921
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0966692324001303
    Download Restriction: no

    File URL: https://libkey.io/10.1016/j.jtrangeo.2024.103921?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Mingwei He & Jianbo Li & Zhuangbin Shi & Yang Liu & Chunyan Shuai & Jie Liu, 2022. "Exploring the Nonlinear and Threshold Effects of Travel Distance on the Travel Mode Choice across Different Groups: An Empirical Study of Guiyang, China," IJERPH, MDPI, vol. 19(23), pages 1-23, November.
    2. Anil NP Koushik & M. Manoj & N. Nezamuddin, 2020. "Machine learning applications in activity-travel behaviour research: a review," Transport Reviews, Taylor & Francis Journals, vol. 40(3), pages 288-311, May.
    3. Stark, Juliane & Beyer Bartana, Ilil & Fritz, Alexander & Unbehaun, Wiebke & Hössinger, Reinhard, 2018. "The influence of external factors on children's travel mode: A comparison of school trips and non-school trips," Journal of Transport Geography, Elsevier, vol. 68(C), pages 55-66.
    4. Pucher, J. & Dijkstra, L., 2003. "Promoting Safe Walking and Cycling to Improve Public Health: Lessons from The Netherlands and Germany," American Journal of Public Health, American Public Health Association, vol. 93(9), pages 1509-1516.
    5. Easton, Sue & Ferrari, Ed, 2015. "Children's travel to school—the interaction of individual, neighbourhood and school factors," Transport Policy, Elsevier, vol. 44(C), pages 9-18.
    6. Zhang, Rui & Yao, Enjian & Liu, Zhili, 2017. "School travel mode choice in Beijing, China," Journal of Transport Geography, Elsevier, vol. 62(C), pages 98-110.
    7. Noreen McDonald, 2008. "Children’s mode choice for the school trip: the role of distance and school location in walking to school," Transportation, Springer, vol. 35(1), pages 23-35, January.
    8. Amith Yarlagadda & Sivaramakrishnan Srinivasan, 2008. "Modeling children’s school travel mode and parental escort decisions," Transportation, Springer, vol. 35(2), pages 201-218, March.
    9. Curtis, Carey & Babb, Courtney & Olaru, Doina, 2015. "Built environment and children's travel to school," Transport Policy, Elsevier, vol. 42(C), pages 21-33.
    10. Mitra, Raktim & Buliung, Ron N., 2012. "Built environment correlates of active school transportation: neighborhood and the modifiable areal unit problem," Journal of Transport Geography, Elsevier, vol. 20(1), pages 51-61.
    11. Fyhri, Aslak & Hjorthol, Randi, 2009. "Children’s independent mobility to school, friends and leisure activities," Journal of Transport Geography, Elsevier, vol. 17(5), pages 377-384.
    12. Peng Zang & Hualong Qiu & Fei Xian & Linchuan Yang & Yanan Qiu & Hongxu Guo, 2022. "Nonlinear Effects of the Built Environment on Light Physical Activity among Older Adults: The Case of Lanzhou, China," IJERPH, MDPI, vol. 19(14), pages 1-15, July.
    13. Haimei Li & Li Han & Yibin Ao & Yan Wang & Tong Wang, 2022. "Influences of the Built Environment on Rural School Children’s Travel Mode Choice: The Case of Chengdu," IJERPH, MDPI, vol. 19(15), pages 1-18, July.
    14. Daniel W. Apley & Jingyu Zhu, 2020. "Visualizing the effects of predictor variables in black box supervised learning models," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 82(4), pages 1059-1086, September.
    15. Roger Mackett, 2003. "Why do people use their cars for short trips?," Transportation, Springer, vol. 30(3), pages 329-349, August.
    16. Lars Böcker & Martin Dijst & Jan Prillwitz, 2013. "Impact of Everyday Weather on Individual Daily Travel Behaviours in Perspective: A Literature Review," Transport Reviews, Taylor & Francis Journals, vol. 33(1), pages 71-91, January.
    17. Tao, Tao & Cao, Jason, 2023. "Exploring nonlinear and collective influences of regional and local built environment characteristics on travel distances by mode," Journal of Transport Geography, Elsevier, vol. 109(C).
    18. Zhu, Jing & Fan, Yingling, 2018. "Daily travel behavior and emotional well-being: Effects of trip mode, duration, purpose, and companionship," Transportation Research Part A: Policy and Practice, Elsevier, vol. 118(C), pages 360-373.
    19. Liang Guo & Shuo Yang & Yuqing Peng & Man Yuan, 2023. "Examining the Nonlinear Effects of Residential and Workplace-built Environments on Active Travel in Short-Distance: A Random Forest Approach," IJERPH, MDPI, vol. 20(3), pages 1-21, January.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Milad Mehdizadeh & Trond Nordfjaern & AmirReza Mamdoohi, 2018. "The role of socio-economic, built environment and psychological factors in parental mode choice for their children in an Iranian setting," Transportation, Springer, vol. 45(2), pages 523-543, March.
    2. Liu, Yang & Min, Shisheng & Shi, Zhuangbin & He, Mingwei, 2024. "Exploring students' choice of active travel to school in different spatial environments: A case study in a mountain city," Journal of Transport Geography, Elsevier, vol. 115(C).
    3. Scheiner, Joachim & Huber, Oliver & Lohmüller, Stefan, 2019. "Children's independent travel to and from primary school: Evidence from a suburban town in Germany," Transportation Research Part A: Policy and Practice, Elsevier, vol. 120(C), pages 116-131.
    4. Liu, Yang & Ji, Yanjie & Shi, Zhuangbin & He, Baohong & Liu, Qiyang, 2018. "Investigating the effect of the spatial relationship between home, workplace and school on parental chauffeurs’ daily travel mode choice," Transport Policy, Elsevier, vol. 69(C), pages 78-87.
    5. Xiaofeng Ji & Haotian Guan & Mengyuan Lu & Fang Chen & Wenwen Qin, 2022. "International Research Progress in School Travel and Behavior: A Literature Review and Bibliometric Analysis," Sustainability, MDPI, vol. 14(14), pages 1-25, July.
    6. Dias, Charitha & Abdullah, Muhammad & Lovreglio, Ruggiero & Sachchithanantham, Sumana & Rekatheeban, Markkandu & Sathyaprasad, I.M.S., 2022. "Exploring home-to-school trip mode choices in Kandy, Sri Lanka," Journal of Transport Geography, Elsevier, vol. 99(C).
    7. Leung, Kevin Y.K. & Astroza, Sebastian & Loo, Becky P.Y. & Bhat, Chandra R., 2019. "An environment-people interactions framework for analysing children's extra-curricular activities and active transport," Journal of Transport Geography, Elsevier, vol. 74(C), pages 341-358.
    8. Stark, Juliane & Beyer Bartana, Ilil & Fritz, Alexander & Unbehaun, Wiebke & Hössinger, Reinhard, 2018. "The influence of external factors on children's travel mode: A comparison of school trips and non-school trips," Journal of Transport Geography, Elsevier, vol. 68(C), pages 55-66.
    9. Saad AlQuhtani, 2023. "Factors Affecting Active Commuting to School in Sprawled Cities: The Case of Najran City, Saudi Arabia," Sustainability, MDPI, vol. 15(12), pages 1-17, June.
    10. Zhang, Rui & Yao, Enjian & Liu, Zhili, 2017. "School travel mode choice in Beijing, China," Journal of Transport Geography, Elsevier, vol. 62(C), pages 98-110.
    11. Rong, Peijun & Kwan, Mei-Po & Qin, Yaochen & Zheng, Zhicheng, 2022. "A review of research on low-carbon school trips and their implications for human-environment relationship," Journal of Transport Geography, Elsevier, vol. 99(C).
    12. Scheiner, Joachim, 2016. "School trips in Germany: Gendered escorting practices," Transportation Research Part A: Policy and Practice, Elsevier, vol. 94(C), pages 76-92.
    13. Broberg, Anna & Sarjala, Satu, 2015. "School travel mode choice and the characteristics of the urban built environment: The case of Helsinki, Finland," Transport Policy, Elsevier, vol. 37(C), pages 1-10.
    14. Yang, Shuo & Zhou, Leyu & Liu, Chang & Sun, Shan & Guo, Liang & Sun, Xiaoli, 2024. "Examining multiscale built environment interventions to mitigate travel-related carbon emissions," Journal of Transport Geography, Elsevier, vol. 119(C).
    15. Singh, Nishant & Vasudevan, Vinod, 2018. "Understanding school trip mode choice – The case of Kanpur (India)," Journal of Transport Geography, Elsevier, vol. 66(C), pages 283-290.
    16. Mitra, Raktim & Buliung, Ron N., 2014. "The influence of neighborhood environment and household travel interactions on school travel behavior: an exploration using geographically-weighted models," Journal of Transport Geography, Elsevier, vol. 36(C), pages 69-78.
    17. Buliung, Ronald & Hess, Paul & Flowers, Lori & Moola, Fiona J. & Faulkner, Guy, 2021. "Living the journey to school: Conceptual asymmetry between parents and planners on the journey to school," Social Science & Medicine, Elsevier, vol. 284(C).
    18. Cheng, Lin & Chen, Chen, 2024. "Is school travel excessive? Empirical evidence from Xi'an, China," Journal of Transport Geography, Elsevier, vol. 117(C).
    19. Ermagun, Alireza & Samimi, Amir, 2015. "Promoting active transportation modes in school trips," Transport Policy, Elsevier, vol. 37(C), pages 203-211.
    20. Nguyen, Minh Hieu & Pojani, Dorina & Nguyen, Thanh Chuong & Ha, Thanh Tung, 2021. "The impact of Covid-19 on children's active travel to school in Vietnam," Journal of Transport Geography, Elsevier, vol. 96(C).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jotrge:v:118:y:2024:i:c:s0966692324001303. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: https://www.journals.elsevier.com/journal-of-transport-geography .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.