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Nonlinear effects of residential and workplace built environment on car dependence

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  • Wang, Xiaoquan
  • Yin, Chaoying
  • Zhang, Junyi
  • Shao, Chunfu
  • Wang, Shengyou

Abstract

The relationships between the built environment (BE) and car dependence have been thoroughly evaluated, with a primary focus on the residential BE; however, the effects of the BE at workplaces have remained largely unexplored. Little is known about the potential nonlinear effects of the BE at both locations. Using data from a household travel survey in Changchun, China, we aimed to reveal the nonlinear effects of the residential and workplace BE on car dependence by building a gradient boosting decision trees model. The results show that the BE at both locations has strong explanatory power for car ownership and car purchasing intention. With relative contributions values of 17.90% and 18.13%, respectively, the BE at workplaces contributes less to explaining the two dependent variables than the BE at residences. All BE attributes show nonlinear effects on car ownership, and car purchasing intention and the effects differ between residential and workplace locations.

Suggested Citation

  • Wang, Xiaoquan & Yin, Chaoying & Zhang, Junyi & Shao, Chunfu & Wang, Shengyou, 2021. "Nonlinear effects of residential and workplace built environment on car dependence," Journal of Transport Geography, Elsevier, vol. 96(C).
    • Handle: RePEc:eee:jotrge:v:96:y:2021:i:c:s096669232100260x
    DOI: 10.1016/j.jtrangeo.2021.103207
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    as
    1. Guo, Zhan, 2013. "Does residential parking supply affect household car ownership? The case of New York City," Journal of Transport Geography, Elsevier, vol. 26(C), pages 18-28.
    2. Luke, Rose, 2018. "Car ownership perceptions and intentions amongst South African students," Journal of Transport Geography, Elsevier, vol. 66(C), pages 135-143.
    3. Xinyu Cao & Patricia L Mokhtarian & Susan L Handy, 2007. "Cross-Sectional and Quasi-Panel Explorations of the Connection between the Built Environment and Auto Ownership," Environment and Planning A, , vol. 39(4), pages 830-847, April.
    4. Wenjia Zhang & Ming Zhang, 2018. "Incorporating land use and pricing policies for reducing car dependence: Analytical framework and empirical evidence," Urban Studies, Urban Studies Journal Limited, vol. 55(13), pages 3012-3033, October.
    5. Cynthia Chen & Hongmian Gong & Robert Paaswell, 2008. "Role of the built environment on mode choice decisions: additional evidence on the impact of density," Transportation, Springer, vol. 35(3), pages 285-299, May.
    6. Ao, Yibin & Yang, Dujuan & Chen, Chuan & Wang, Yan, 2019. "Exploring the effects of the rural built environment on household car ownership after controlling for preference and attitude: Evidence from Sichuan, China," Journal of Transport Geography, Elsevier, vol. 74(C), pages 24-36.
    7. Bhat, Chandra R. & Guo, Jessica Y., 2007. "A comprehensive analysis of built environment characteristics on household residential choice and auto ownership levels," Transportation Research Part B: Methodological, Elsevier, vol. 41(5), pages 506-526, June.
    8. Oakil, Abu Toasin Md & Manting, Dorien & Nijland, Hans, 2016. "Determinants of car ownership among young households in the Netherlands: The role of urbanisation and demographic and economic characteristics," Journal of Transport Geography, Elsevier, vol. 51(C), pages 229-235.
    9. Van Acker, Veronique & Witlox, Frank, 2010. "Car ownership as a mediating variable in car travel behaviour research using a structural equation modelling approach to identify its dual relationship," Journal of Transport Geography, Elsevier, vol. 18(1), pages 65-74.
    10. Ding, Chuan & Cao, Xinyu, 2019. "How does the built environment at residential and work locations affect car ownership? An application of cross-classified multilevel model," Journal of Transport Geography, Elsevier, vol. 75(C), pages 37-45.
    11. Ding, Chuan & Cao, Xinyu (Jason) & Næss, Petter, 2018. "Applying gradient boosting decision trees to examine non-linear effects of the built environment on driving distance in Oslo," Transportation Research Part A: Policy and Practice, Elsevier, vol. 110(C), pages 107-117.
    12. John Holtzclaw & Robert Clear & Hank Dittmar & David Goldstein & Peter Haas, 2002. "Location Efficiency: Neighborhood and Socio-Economic Characteristics Determine Auto Ownership and Use - Studies in Chicago, Los Angeles and San Francisco," Transportation Planning and Technology, Taylor & Francis Journals, vol. 25(1), pages 1-27, January.
    13. Muromachi, Yasunori, 2017. "Experiences of past school travel modes by university students and their intention of future car purchase," Transportation Research Part A: Policy and Practice, Elsevier, vol. 104(C), pages 209-220.
    14. Tao, Tao & Wang, Jueyu & Cao, Xinyu, 2020. "Exploring the non-linear associations between spatial attributes and walking distance to transit," Journal of Transport Geography, Elsevier, vol. 82(C).
    15. Maat, Kees & Timmermans, Harry J.P., 2009. "Influence of the residential and work environment on car use in dual-earner households," Transportation Research Part A: Policy and Practice, Elsevier, vol. 43(7), pages 654-664, August.
    16. Zhao, Pengjun & Lü, Bin & Roo, Gert de, 2011. "Impact of the jobs-housing balance on urban commuting in Beijing in the transformation era," Journal of Transport Geography, Elsevier, vol. 19(1), pages 59-69.
    17. Abu Oakil & Dick Ettema & Theo Arentze & Harry Timmermans, 2014. "Changing household car ownership level and life cycle events: an action in anticipation or an action on occurrence," Transportation, Springer, vol. 41(4), pages 889-904, July.
    18. Xiaoquan Wang & Chunfu Shao & Chaoying Yin & Chengxiang Zhuge & Wenjun Li, 2018. "Application of Bayesian Multilevel Models Using Small and Medium Size City in China: The Case of Changchun," Sustainability, MDPI, vol. 10(2), pages 1-15, February.
    19. Zhao, Pengjun, 2014. "Private motorised urban mobility in China’s large cities: the social causes of change and an agenda for future research," Journal of Transport Geography, Elsevier, vol. 40(C), pages 53-63.
    20. David Metz, 2013. "Peak Car and Beyond: The Fourth Era of Travel," Transport Reviews, Taylor & Francis Journals, vol. 33(3), pages 255-270, May.
    21. Zhao, Pengjun & Bai, Yu, 2019. "The gap between and determinants of growth in car ownership in urban and rural areas of China: A longitudinal data case study," Journal of Transport Geography, Elsevier, vol. 79(C), pages 1-1.
    22. Prawira Belgiawan & Jan-Dirk Schmöcker & Maya Abou-Zeid & Joan Walker & Tzu-Chang Lee & Dick Ettema & Satoshi Fujii, 2014. "Car ownership motivations among undergraduate students in China, Indonesia, Japan, Lebanon, Netherlands, Taiwan, and USA," Transportation, Springer, vol. 41(6), pages 1227-1244, November.
    23. Ding, Chuan & Wang, Donggen & Liu, Chao & Zhang, Yi & Yang, Jiawen, 2017. "Exploring the influence of built environment on travel mode choice considering the mediating effects of car ownership and travel distance," Transportation Research Part A: Policy and Practice, Elsevier, vol. 100(C), pages 65-80.
    24. Shen, Qing & Chen, Peng & Pan, Haixiao, 2016. "Factors affecting car ownership and mode choice in rail transit-supported suburbs of a large Chinese city," Transportation Research Part A: Policy and Practice, Elsevier, vol. 94(C), pages 31-44.
    25. Guo, Jia & Feng, Tao & Zhang, Junyi & Timmermans, Harry J.P., 2020. "Temporal interdependencies in mobility decisions over the life course: A household-level analysis using dynamic Bayesian networks," Journal of Transport Geography, Elsevier, vol. 82(C).
    26. Karim W. F. Youssef, 2018. "The built environment and public health," Community Development, Taylor & Francis Journals, vol. 49(1), pages 121-122, January.
    27. Xiaoyan Huang & Xiaoshu Cao & Jason Cao, 2016. "The association between transit access and auto ownership: evidence from Guangzhou, China," Transportation Planning and Technology, Taylor & Francis Journals, vol. 39(3), pages 269-283, April.
    28. Dargay, Joyce M, 2001. "The effect of income on car ownership: evidence of asymmetry," Transportation Research Part A: Policy and Practice, Elsevier, vol. 35(9), pages 807-821, November.
    29. Potoglou, Dimitris & Kanaroglou, Pavlos S., 2008. "Modelling car ownership in urban areas: a case study of Hamilton, Canada," Journal of Transport Geography, Elsevier, vol. 16(1), pages 42-54.
    30. Chaoying Yin & Chunfu Shao & Xiaoquan Wang, 2018. "Built Environment and Parking Availability: Impacts on Car Ownership and Use," Sustainability, MDPI, vol. 10(7), pages 1-15, July.
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