The consumer's choice for road commuting is shifting from purchasing a vehicle as a product to consuming mobility as a service, contributing to the popularity of ride-sharing and ride-hailing apps like Uber, Lyft, and DiDi. The demand for shared mobility i.e. ride-sharing and hailing services is driven by several factors, including the lack of overhead [...]