“…The following socioeconomic characteristics and built environment features would impact car ownership, albeit to varied degrees: (1) income, e.g., household total income and average individual income (Dargay et al, 2007;Soltani, 2017); (2) population, e.g., the growth or decline of population (Ritter and Vance, 2013); (3) availability of competitive travel modes, e.g., ownership of e-bikes, motorcycles or taxis (Yang et al, 2017); (4) urban form, e.g., compact urban form or sprawling (Soltani, 2017;Li et al, 2010;Yang et al, 2017); (5) road network design; e.g., road density or intersection density (Yang et al, 2017); (6) access to services, e.g., access to public transportation and recreational facilities (Shen et al, 2016;Pan et al, 2013); (7) walking facilities, e.g., sidewalks and walking trails (Soltani, 2017); (8) safety, e.g., presence of heavy traffic and neighborhood crime-related safety (Sugiyama et al, 2009), and (9) urbanization, e.g., the difference between urban and rural residents (Kemperman and Timmerman, 2009;Lee et al, 2009). …”