“…Many factors intervene in this process [ 9 ], including characteristics related to the trip, such as time of the day, the purpose of the trip and its length, but also attributes of each mode of transportation and the number of options available for the user, including monetary costs, how consistent and predictable travel times are, parking availability, walking distance, waiting time, frequency, number of changes, the level of satisfaction, comfort and security [ 28 – 30 ]. Beyond trip and travel factors, other aspects such as socio-economic and demographic characteristics of the travellers, including income, car or bike ownership, gender, age, social status and environmental and health consciousness, also play a significant role [ 19 , 31 – 35 ], as well as past experiences with a mode of transport [ 28 ], transport and land-use policies, urban sprawl, subsidies, car use restrictions, public transport infrastructure, and level of service or public transport systems [ 11 , 32 , 33 , 35 – 38 ]. Even weather conditions play a role [ 39 , 40 ] on whether a person chooses to drive instead of using the bus.…”