“…It can be argued that the choice of vehicle is made based on the technology and its subsystems which would provide a sense of additional safety for the driver (Brookhuis et al, 2001;Lu et al, 2005). There are several categories of explanatory variables such as vehicle attributes, socio-demographic characteristics, age, gender, household characteristics, housing conditions, psychological motivation, etc., which determine the choice of a vehicle that are discussed in depth in several articles (Ferguson et al, 2018;Hackbarth and Madlener, 2018;Kim et al, 2006;Liao et al, 2017;Rahmani and Loureiro, 2019;Shinghal and Fowkes, 2002).…”