... Travel behavior examines how people move physically to meet their mobility needs; their purpose for moving; and the personal, social, and environmental conditions which influence their decisions to move (Acker et al., 2010). There are several factors that influence travel behavior: socio-economic and demographic characteristics of people such as age, sex, income, family size, etc. (Porter, 2011;Porter et al., 2013;Foley et al., 2021;Dėdelė et al., 2020); the travel options available to people (Porter et al., 2013); cost of travel (Porter et al., 2013;Foley et al., 2021); built environment and land use factors (Ramezani et al., 2021;Wee et al., 2019;Li et al., 2018); social affiliations and networks (Carrasco et al., 2008;Kim et al., 2018); ownership or access to technologies (Fadare & Salami, 2004;Porter, 2016;Gwaka, 2018); religious and cultural factors (Xu et al., 2009;Badawi & Farag, 2021); health conditions (Olawole, 2017;Porter et al., 2013), (Cochran, 2020;Dėdelė et al., 2020); and a combination of these factors. In recent times, the COVID-19 pandemic has affected the travel behavior of people (Brough et al., 2021;Irawan et al., 2021), (Brinkman & Mangum, 2021;Anwari et al., 2021). ...