Why do we rely on cars? Car dependence assessment and dimensions from a systematic literature review

Agriesti, S. A. M., Soe, R. M., & Saif, M. A. (2022). Framework for connecting the mobility challenges in low density areas to smart mobility solutions: The case study of Estonian municipalities. European Transport Research Review, 14(1), 1–24. https://doi.org/10.1186/S12544-022-00557-Y/TABLES/6 Akbari, S., & Nurul Habib, K. (2014). Oil vulnerability in the greater Toronto area: Impacts of high fuel prices on urban form and environment. International Journal of Environmental Science and Technology, 11(8), 2347–2358. https://doi.org/10.1007/S13762-014-0641-9/FIGURES/2 Aldred, R., & Woodcock, J. (2008). Transport: Challenging disabling environments. Local Environment, 13(6), 485–496. https://doi.org/10.1080/13549830802259847 Alonso Raposo, M., Ciuffo, B., Alves Dias, P., Ardente, F., Aurambout, J. P., Baldini, G., Baranzelli, C., Blagoeva, D., Bobba, S., Braun, R., Cassio, L. G., Chawdhry, P., Christidis, P., Christodoulou, A., Corrado, S., Duboz, A., Duch Brown, N., Felici, S., Fernandez Macias, E., Vandecasteele, I. (2019). The future of road transport. In M. Alonso Raposo, B. Ciuffo, (eds). Publications Office of the European Union. https://doi.org/10.2760/524662. Asgari, H., & Jin, X. (2022). Exploring the endogenous effects among car dependency, work arrangement choice, and daily travel using the 2017 NHTS data. International Journal of Transportation Science and Technology. https://doi.org/10.1016/J.IJTST.2022.10.003 Baehler, D., & Rérat, P. (2022). Beyond the car. Car-free housing as a laboratory to overcome the “system of automobility.” Applied Mobilities, 7(3), 280–297. https://doi.org/10.1080/23800127.2020.1860513 Barrington-Leigh, C., & Millard-Ball, A. (2019). A global assessment of street-network sprawl. PLoS ONE. https://doi.org/10.1371/JOURNAL.PONE.0223078 Behren, S. V., Minster, C., Esch, J., Hunecke, M., Vortisch, P., & Chlond, B. (2018). Assessing car dependence: Development of a comprehensive survey approach based on the concept of a travel skeleton. Transportation Research Procedia, 32, 607–616. https://doi.org/10.1016/J.TRPRO.2018.10.015 Benenson, I., Martens, K., Rofé, Y., & Kwartler, A. (2010). Public transport versus private car GIS-based estimation of accessibility applied to the Tel Aviv metropolitan area. The Annals of Regional Science, 47(3), 499–515. https://doi.org/10.1007/S00168-010-0392-6 Bertolini, L. (2023). La città oltre l’automobile: Fattori, potenzialità, sfide. In P. Coppola, P. Pucci, & G. Pirlo (eds.), Mobilità & Città: verso una post-car city. Ottavo Rapporto sulle città. (pp. 33–46). Società editrice il Mulino. Blaudin de Thé, C., Carantino, B., & Lafourcade, M. (2021). The carbon ‘carprint’ of urbanization: New evidence from French cities. Regional Science and Urban Economics, 89, 103693. https://doi.org/10.1016/J.REGSCIURBECO.2021.103693 Boeing, G. (2020). Off the grid…and back again? Journal of the American Planning Association, 87(1), 123–137. https://doi.org/10.1080/01944363.2020.1819382 Boisjoly, G., & El-Geneidy, A. M. (2017). The insider: A planners’ perspective on accessibility. Journal of Transport Geography, 64, 33–43. https://doi.org/10.1016/j.jtrangeo.2017.08.006 Buehler, R. (2010). Transport policies, automobile use, and sustainable transport: A comparison of Germany and the United States. Journal of Planning Education and Research, 30(1), 76–93. https://doi.org/10.1177/0739456X10366302 Buehler, R., Pucher, J., Gerike, R., & Götschi, T. (2017). Reducing car dependence in the heart of Europe: Lessons from Germany, Austria, and Switzerland. Transport Reviews, 37(1), 4–28. https://doi.org/10.1080/01441647.2016.1177799 Burns, L. D. (2013). A vision of our transport future. Nature, 497(7448), 181–182. https://doi.org/10.1038/497181a Büttner, B., Seisenberger, S., Baquero Larriva, M. T., Rivas De Gante, A. G., Haxhija, S., Ramírez, A., & McCormick, B. (2022). ±15-Minute City: Human-centred planning in action. Mobility for more liveable urban spaces (Urban Mobility Next 9). https://www.eiturbanmobility.eu/%C2%B115-minute-city-human-centred-planning-in-action/. Cameron, I., Kenworthy, J. R., & Lyons, T. J. (2003). Understanding and predicting private motorised urban mobility. Transportation Research Part D: Transport and Environment, 8(4), 267–283. https://doi.org/10.1016/S1361-9209(03)00003-8 Cao, M., & Hickman, R. (2018). Car dependence and housing affordability: An emerging social deprivation issue in London? Urban Studies, 55(10), 2088–2105. https://doi.org/10.1177/0042098017712682 Carroll, P., Benevenuto, R., & Caulfield, B. (2021). Identifying hotspots of transport disadvantage and car dependency in rural Ireland. Transport Policy, 101, 46–56. https://doi.org/10.1016/j.tranpol.2020.11.004 Cervero, R. (1989). America’s suburban centers: The land use-transportation link. In America’s Suburban Centers: The Land Use-Transportation Link. Taylor and Francis. https://doi.org/10.4324/9781351048040/AMERICA-SUBURBAN-CENTERS-ROBERT-CERVERO Cervero, R., & Kockelman, K. (1997). Travel demand and the 3Ds: Density, diversity, and design. Transportation Research Part D: Transport and Environment, 2(3), 199–219. https://doi.org/10.1016/S1361-9209(97)00009-6 Cradock, A. L., Barrett, J. L., Chriqui, J. F., Evenson, K. R., Goins, K. V., Gustat, J., Heinrich, K. M., Perry, C. K., Scanze, M., Schmid, T. L., Tabak, R. G., Umstattd Meyer, M. R., & Valko, C. (2017). Driven to support: Individual and county-level factors associated with public support for active transportation policies. American Journal of Health Promotion, 32(3), 657–666. https://doi.org/10.1177/0890117117738758 Davison, L., Ahern, A., & Hine, J. (2015). Travel, transport and energy implications of university-related student travel: A case study approach. Transportation Research Part D: Transport and Environment, 38, 27–40. https://doi.org/10.1016/J.TRD.2015.04.028 Dogterom, N., Ettema, D., & Dijst, M. (2018). Behavioural effects of a tradable driving credit scheme: Results of an online stated adaptation experiment in the Netherlands. Transportation Research Part A: Policy and Practice, 107, 52–64. https://doi.org/10.1016/J.TRA.2017.11.004 Dong, H., & Hansz, J. A. (2015). The geography of the recent housing crisis: The role of urban form. Housing Policy Debate, 26(1), 150–171. https://doi.org/10.1080/10511482.2015.1038575 Dupuy, G. (1999). La dépendance automobile: Symptômes, analyses, diagnostic, traitements. Paris: Anthropos. Eliasson, J., & Jonsson, L. (2011). The unexpected “yes”: Explanatory factors behind the positive attitudes to congestion charges in Stockholm. Transport Policy, 18(4), 636–647. https://doi.org/10.1016/J.TRANPOL.2011.03.006 Elldér, E., Haugen, K., & Vilhelmson, B. (2020). When local access matters: A detailed analysis of place, neighbourhood amenities and travel choice. Urban Studies, 59(1), 120–139. https://doi.org/10.1177/0042098020951001 European Environment Agency, & DG Climate Action, E. C. (2022). Annual European Union greenhouse gas inventory 1990–2020 and inventory report 2022. https://www.eea.europa.eu//publications/annual-european-union-greenhouse-gas-1. Ewing, R., & Cervero, R. (2010). Travel and the built environment. Journal of the American Planning Association, 76(3), 265–294. https://doi.org/10.1080/01944361003766766 Ferreira, A., & Papa, E. (2020). Re-enacting the mobility versus accessibility debate: Moving towards collaborative synergies among experts. Case Studies on Transport Policy, 8(3), 1002–1009. https://doi.org/10.1016/j.cstp.2020.04.006 Focas, C., & Christidis, P. (2017). Peak car in Europe? Transportation Research Procedia, 25, 531–550. https://doi.org/10.1016/j.trpro.2017.05.437 Garceau, T., Atkinson-Palombo, C., Garrick, N., Outlaw, J., McCahill, C., & Ahangari, H. (2013). Evaluating selected costs of automobile-oriented transportation systems from a sustainability perspective. Research in Transportation Business & Management, 7, 43–53. https://doi.org/10.1016/J.RTBM.2013.02.002 Gauer, V. H., Axsen, J., Dütschke, E., Long, Z., & Kelber, A. (2023). Who is more attached to their car? Comparing automobility engagement and response to shared, automated and electric mobility in Canada and Germany. Energy Research & Social Science, 99, 103048. https://doi.org/10.1016/J.ERSS.2023.103048 Geels, F. W. (2012). A socio-technical analysis of low-carbon transitions: Introducing the multi-level perspective into transport studies. Journal of Transport Geography, 24, 471–482. https://doi.org/10.1016/J.JTRANGEO.2012.01.021 Geurs, K. T., & van Wee, B. (2004). Accessibility evaluation of land-use and transport strategies: Review and research directions. Journal of Transport Geography, 12(2), 127–140. https://doi.org/10.1016/j.jtrangeo.2003.10.005 Goodwin, P. (1995). Car dependence. Transport Policy, 2(3), 151–152. https://doi.org/10.1016/0967-070X(95)96744-6 Gopakumar, G. (2020). Cars are now dominating the Indian streets—and this needs to be changed in the post-Covid world. Scroll. In https://scroll.in/article/977767/cars-are-dominating-the-indian-streets-and-this-needs-to-change-in-the-post-covid-world. Gorham, R. (2002). Car dependence as a social problem: A critical essay on the existing literature and future needs. In W. R. Black & P. Nijkamp (Eds.), Social change and sustainable transport (pp. 108–115). UK: Indiana University Press. Handy, S. (2020). Is accessibility an idea whose time has finally come? Transportation Research Part D: Transport and Environment, 83, 102319. https://doi.org/10.1016/j.trd.2020.102319 Handy, S., Weston, L., & Mokhtarian, P. L. (2005). Driving by choice or necessity? Transportation Research Part A: Policy and Practice, 39(2–3), 183–203. https://doi.org/10.1016/J.TRA.2004.09.002 Harrabin, R. (2020). Garden villages locking-in car dependency, says report. BBC News. https://www.bbc.com/news/uk-england-53050801. He, S. Y., & Thøgersen, J. (2017). The impact of attitudes and perceptions on travel mode choice and car ownership in a Chinese megacity: The case of Guangzhou. Research in Transportation Economics, 62, 57–67. https://doi.org/10.1016/j.retrec.2017.03.004 Holden, E., Gilpin, G., & Banister, D. (2019). Sustainable mobility at thirty. Sustainability. https://doi.org/10.3390/SU11071965 Huby, M., & Burkitt, N. (2000). Is the new deal for transport really better for everyone? The social policy implications of the UK 1998 white paper on transport. Environment and Planning C: Politics and Space, 18(4), 379–392. https://doi.org/10.1068/C9901J Hunecke, M., Haustein, S., Böhler, S., & Grischkat, S. (2008). Attitude-based target groups to reduce the ecological impact of daily mobility behavior. Environment and Behavior, 42(1), 3–43. https://doi.org/10.1177/0013916508319587 Jacobs, J. (1961). The death and life of great American cities. Vintage Books. Jiang, Y., Gu, P., Chen, Y., He, D., & Mao, Q. (2017). Influence of land use and street characteristics on car ownership and use: Evidence from Jinan, China. Transportation Research Part D: Transport and Environment, 52, 518–534. https://doi.org/10.1016/J.TRD.2016.08.030 Keller, R., & Vance, C. (2013). Landscape pattern and car use: Linking household data with satellite imagery. Journal of Transport Geography, 33, 250–257. https://doi.org/10.1016/J.JTRANGEO.2013.07.006 Kenworthy, J. R., & Laube, F. B. (1996). Automobile dependence in cities: An international comparison of urban transport and land use patterns with implications for sustainability. Environmental Impact Assessment Review, 16(4–6), 279–308. https://doi.org/10.1016/S0195-9255(96)00023-6 Kenworthy, J. R., & Laube, F. B. (1999). Patterns of automobile dependence in cities: An international overview of key physical and economic dimensions with some implications for urban policy. Transportation Research Part A: Policy and Practice, 33(7–8), 691–723. https://doi.org/10.1016/S0965-8564(99)00006-3 Kockelman, K. M. (1997). Travel behavior as function of accessibility, land use mixing, and land use balance: Evidence from San Francisco Bay area. Transportation Research Record: Journal of the Transportation Research Board, 1607, 116–125. https://doi.org/10.3141/1607-16 Langer, M., Durán-Rodas, D., & Pajares, E. (2023). Exploring a quantitative assessment approach for car dependence: A case study in Munich. Journal of Transport and Land Use, 16(1), 87–104. https://doi.org/10.5198/JTLU.2023.2111 Lanzini, P., & Khan, S. A. (2017). Shedding light on the psychological and behavioral determinants of travel mode choice: A meta-analysis. Transportation Research Part F: Traffic Psychology and Behaviour, 48, 13–27. https://doi.org/10.1016/j.trf.2017.04.020 Lathey, V., Guhathakurta, S., & Aggarwal, R. M. (2009). The impact of subregional variations in urban sprawl on the prevalence of obesity and related morbidity. Journal of Planning Education and Research, 29(2), 127–141. https://doi.org/10.1177/0739456X09348615 Laumbach, R. J., & Kipen, H. M. (2012). Respiratory health effects of air pollution: Update on biomass smoke and traffic pollution. Journal of Allergy and Clinical Immunology, 129(1), 3–11. https://doi.org/10.1016/J.JACI.2011.11.021 Legacy, C., Ashmore, D., Scheurer, J., Stone, J., & Curtis, C. (2019). Planning the driverless city. Transport Reviews, 39(1), 84–102. https://doi.org/10.1080/01441647.2018.1466835 Leung, A., Burke, M., & Cui, J. (2018). The tale of two (very different) cities —mapping the urban transport oil vulnerability of Brisbane and Hong Kong. Transportation Research Part D: Transport and Environment, 65, 796–816. https://doi.org/10.1016/J.TRD.2017.10.011 Limtanakool, N., Dijst, M., & Schwanen, T. (2006). The influence of socioeconomic characteristics, land use and travel time considerations on mode choice for medium- and longer-distance trips. Journal of Transport Geography, 14(5), 327–341. https://doi.org/10.1016/J.JTRANGEO.2005.06.004 Lucas, K. (2009). Actual and perceived car dependence. Transportation Research Record: Journal of the Transportation Research Board, 2118, 8–15. https://doi.org/10.3141/2118-02 Lyons, G., & Davidson, C. (2016). Guidance for transport planning and policymaking in the face of an uncertain future. Transportation Research Part A: Policy and Practice, 88, 104–116. https://doi.org/10.1016/j.tra.2016.03.012 Manaugh, K., Miranda-Moreno, L. F., & El-Geneidy, A. M. (2010). The effect of neighbourhood characteristics, accessibility, home-work location, and demographics on commuting distances. Transportation, 37(4), 627–646. https://doi.org/10.1007/S11116-010-9275-Z/TABLES/4 Manjoo, F. (2020). I’ve seen a future without cars, and it’s amazing. The New York Times. Mattioli, G. (2014). Where sustainable transport and social exclusion meet: Households without cars and car dependence in great Britain. Journal of Environmental Policy & Planning, 16(3), 379–400. https://doi.org/10.1080/1523908X.2013.858592 Mattioli, G., Anable, J., & Vrotsou, K. (2016). Car dependent practices: Findings from a sequence pattern mining study of UK time use data. Transportation Research Part A: Policy and Practice, 89, 56–72. https://doi.org/10.1016/j.tra.2016.04.010 Mattioli, G., Roberts, C., Steinberger, J. K., & Brown, A. (2020). The political economy of car dependence: A systems of provision approach. Energy Research & Social Science, 66, 101486. https://doi.org/10.1016/j.erss.2020.101486 McIntosh, J., Trubka, R., Kenworthy, J., & Newman, P. (2014). The role of urban form and transit in city car dependence: Analysis of 26 global cities from 1960 to 2000. Transportation Research Part D: Transport and Environment, 33, 95–110. https://doi.org/10.1016/J.TRD.2014.08.013 Merom, D., Humphries, J., Ding, D., Corpuz, G., Bellew, W., & Bauman, A. (2018). From ‘car-dependency’ to ‘desirable walking’—15 years trend in policy relevant public health indicators derived from household travel surveys. Journal of Transport & Health, 9, 56–63. https://doi.org/10.1016/J.JTH.2018.01.008 Miller, E. J. (2018). Accessibility: Measurement and application in transportation planning. Transport Reviews, 38(5), 551–555. https://doi.org/10.1080/01441647.2018.1492778 Motte-Baumvol, B. (2007). La dépendance automobile pour l’accès des ménages aux services: Le cas de la grande couronne francilienne. Revue d’Économie Régionale & Urbaine, 5, 897–919. https://doi.org/10.3917/reru.075.0897 Motte-Baumvol, B., Massot, M.-H., & Byrd, A. M. (2010). Escaping car dependence in the outer suburbs of Paris. Urban Studies, 47(3), 604–619. https://doi.org/10.1177/0042098009349773 Newman, P., & Kenworthy, J. (1999). Costs of automobile dependence: Global survey of cities. Transportation Research Record: Journal of the Transportation Research Board, 1670, 17–26. https://doi.org/10.3141/1670-04 Newman, P., & Kenworthy, J. R. (1989). Cities and automobile dependence: An international sourcebook. Gower Technical. Pajares, E., Büttner, B., Jehle, U., Nichols, A., & Wulfhorst, G. (2021). Accessibility by proximity: Addressing the lack of interactive accessibility instruments for active mobility. Journal of Transport Geography, 93, 103080. https://doi.org/10.1016/J.JTRANGEO.2021.103080 Poltimäe, H., Rehema, M., Raun, J., & Poom, A. (2022). In search of sustainable and inclusive mobility solutions for rural areas. European Transport Research Review, 14(1), 1–17. https://doi.org/10.1186/S12544-022-00536-3/TABLES/4 Pucci, P. (2021). Per un cambiamento di paradigma : Politiche e strumenti per Una post car mobility. Territorio, 99(4), 13–16. https://doi.org/10.3280/TR2021-099002 Saeidizand, P., Fransen, K., & Boussauw, K. (2022). Revisiting car dependency: A worldwide analysis of car travel in global metropolitan areas. Cities. https://doi.org/10.1016/j.cities.2021.103467 Scott, D. M., & Axhausen, K. W. (2006). Household mobility tool ownership: Modeling interactions between cars and season tickets. Transportation, 33(4), 311–328. https://doi.org/10.1007/S11116-005-0328-7 Shen, Q., Chen, P., & Pan, H. (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, 94, 31–44. https://doi.org/10.1016/J.TRA.2016.08.027 Silva, C., & Altieri, M. (2022). Is regional accessibility undermining local accessibility? Journal of Transport Geography, 101, 103336. https://doi.org/10.1016/J.JTRANGEO.2022.103336 Sohn, K., & Yun, J. (2009). Separation of car-dependent commuters from normal-choice riders in mode-choice analysis. Transportation, 36(4), 423–436. https://doi.org/10.1007/S11116-009-9209-9/TABLES/6 Steg, L. (2005). Car use: lust and must. Instrumental, symbolic and affective motives for car use. Transportation Research Part A: Policy and Practice, 39(2–3), 147–162. https://doi.org/10.1016/J.TRA.2004.07.001 Sugiarto, S., Saleh, S. M., Anggraini, R., & Merfazi, M. (2019). Investigating public perceptions and its implication toward Trans Koetaradja policy considering latent motivation. IOP Conference Series: Materials Science and Engineering, 523(1), 012036. https://doi.org/10.1088/1757-899X/523/1/012036 Thomsen, T. U. (2004). Children—automobility’s immobilized others? Transport Reviews, 24(5), 515–532. https://doi.org/10.1080/0144164042000181680 Thorhauge, M., Kassahun, H. T., Cherchi, E., & Haustein, S. (2020). Mobility needs, activity patterns and activity flexibility: How subjective and objective constraints influence mode choice. Transportation Research Part A: Policy and Practice, 139, 255–272. https://doi.org/10.1016/J.TRA.2020.06.016 Toasin, A., Oakil, M., Manting, D., & Nijland, H. (2016). Determinants of car ownership among young households in the Netherlands: The role of urbanisation and demographic and economic characteristics. Journal of Transport Geography, 51, 229–235. https://doi.org/10.1016/j.jtrangeo.2016.01.010 Urry, J. (2004). The ‘system’ of automobility. Theory, Culture & Society, 21(5), 25–39. https://doi.org/10.1177/0263276404046059 van Dülmen, C., Šimon, M., & Klärner, A. (2022). Transport poverty meets car dependency: A GPS tracking study of socially disadvantaged groups in European rural peripheries. Journal of Transport Geography, 101, 103351. https://doi.org/10.1016/J.JTRANGEO.2022.103351 Van Eenoo, E., Fransen, K., & Boussauw, K. (2022). Car dependency beyond land use: Can a standardized built environment indicator predict car use? Journal of Transport and Land Use, 15(1), 117–136. https://doi.org/10.5198/JTLU.2022.2073 Van Eenoo, E., Fransen, K., & Boussauw, K. (2022). Perceived car dependence and multimodality in urban areas in Flanders (Belgium). European Journal of Transport and Infrastructure Research, 22(1), 42–62. https://doi.org/10.18757/EJTIR.2022.22.1.6044 van Wee, B., & Banister, D. (2015). How to write a literature review paper? Transport Reviews, 36(2), 278–288. https://doi.org/10.1080/01441647.2015.1065456 Verma, M. (2015). Growing car ownership and dependence in India and its policy implications. Case Studies on Transport Policy, 3(3), 304–310. https://doi.org/10.1016/J.CSTP.2014.04.004 Walks, A. (2018). Driving the poor into debt? Automobile loans, transport disadvantage, and automobile dependence. Transport Policy, 65, 137–149. https://doi.org/10.1016/J.TRANPOL.2017.01.001 Wang, H. (2013). Mapping walking accessibility, bus availability, and car dependence: A case study of Xiamen, China. In M. Kawakami, Z. Shen, J. Pai, X. Gao, & M. Zhang (Eds.), Spatial planning and sustainable development: Approaches for achieving sustainable urban form in Asian cities (pp. 249–267). Dordrecht: Springer. Wang, X., Shao, C., Yin, C., & Guan, L. (2020). Exploring the relationships of the residential and workplace built environment with commuting mode choice: A hierarchical cross-classified structural equation model. Transportation Letters, 14(3), 274–281. https://doi.org/10.1080/19427867.2020.1857010 Wang, X., Yin, C., Zhang, J., Shao, C., & Wang, S. (2021). Nonlinear effects of residential and workplace built environment on car dependence. Journal of Transport Geography, 96, 103207. https://doi.org/10.1016/j.jtrangeo.2021.103207 Wiersma, J., Bertolini, L., & Straatemeier, T. (2016). How does the spatial context shape conditions for car dependency? An analysis of the differences between and within regions in the Netherlands. Journal of Transport and Land Use, 9(3), 35–55. Wiersma, J., Bertolini, L., & Straatemeier, T. (2017). Adapting spatial conditions to reduce car dependency in mid-sized ‘post growth’ European city regions: The case of South Limburg, Netherlands. Transport Policy, 55, 62–69. https://doi.org/10.1016/j.tranpol.2016.12.004 Wiersma, J. K., Bertolini, L., & Harms, L. (2021). Spatial conditions for car dependency in mid-sized European city regions. European Planning Studies, 29(7), 1314–1330. https://doi.org/10.1080/09654313.2020.1854691 Yang, L., Ding, C., Ju, Y., & Yu, B. (2021). Driving as a commuting travel mode choice of car owners in urban China: Roles of the built environment. Cities, 112, 103114. https://doi.org/10.1016/J.CITIES.2021.103114 Yin, C., Shao, C., & Wang, X. (2019). Exploring the impact of built environment on car use: Does living near urban rail transit matter? Transportation Letters, 12(6), 391–398. https://doi.org/10.1080/19427867.2019.1611196 Zhang, M. (2002). Empirical modelling of automobile dependence. In The Boston Area. In L. J. Sucharov, C. A. Brebbia, & F. Benitez (Eds.), Urban Transport VIII. Eighth international conference on urban transport and the environment for the 21st century (Vol. 60, p. 840). WIT Press, UK. https://doi.org/10.2495/UT020391. Zhang, M. (2005). Intercity variations in the relationship between urban form and automobile dependence. Transportation Research Record: Journal of the Transportation Research Board, 1902(1), 55–62. https://doi.org/10.1177/0361198105190200107 Zhang, M. (2006). Travel choice with no alternative. Journal of Planning Education and Research, 25(3), 311–326. https://doi.org/10.1177/0739456X05280544 Zhang, W., & Zhang, M. (2017). Incorporating land use and pricing policies for reducing car dependence: Analytical framework and empirical evidence. Urban Studies, 55(13), 3012–3033. https://doi.org/10.1177/0042098017720150 Zhang, W., Zhao, Y., Cao, X. J., Lu, D., & Chai, Y. (2020). Nonlinear effect of accessibility on car ownership in Beijing: Pedestrian-scale neighborhood planning. Transportation research part D: transport and environment, 86, 102445. https://doi.org/10.1016/j.trd.2020.102445 Zhang, X., Holt, J. B., Lu, H., Onufrak, S., Yang, J., French, S. P., & Sui, D. Z. (2014). Neighborhood commuting environment and obesity in the United States: An urban–rural stratified multilevel analysis. Preventive Medicine, 59(1), 31–36. https://doi.org/10.1016/J.YPMED.2013.11.004 Zhao, J. (2011). Subjective measure of car dependence. Transportation Research Record: Journal of the Transportation Research Board, 2231(2231), 44–52. https://doi.org/10.3141/2231-06