%X This paper explores the effects of on-journey (i.e., waiting and travel time reliability, driver quality), before-journey (i.e., service coverage, application quality, fare, etc.), and multi-tasking advantages when using ride-sourcing, the perceived usefulness of ride-sourcing and, in turn, the frequency of usage. Assuming a structural form without any reciprocal effects, the modified Structural Equation Model is used. This study collected data from 497 ride-sourcing users in Bandung city in 2018. As expected, ride-sourcing users who appreciate the usefulness of ride-sourcing services correlate with a higher frequency of use. This study found that situational variables or variables related to travel and built environment conditions (e.g., on-journey advantages, built environment, and travel characteristics) play a role in keeping travellers using the services. This study confirms that multi-tasking is not a reason for ride-sourcing users to use the services more often. Moreover, those who previously used motorcycles and car-based ride-sourcing (CBRS) are more loyal travellers than car, public transport users, and motorcycle-based-ride-sourcing (MBRS) users, respectively. © 2021 by the authors. Licensee MDPI, Basel, Switzerland. %K automobile; environmental conditions; public transport; reliability analysis; travel time, Bandung; Indonesia; Indonesia; West Java %L scholars14390 %J Sustainability (Switzerland) %O cited By 6 %R 10.3390/su131911117 %N 19 %D 2021 %I MDPI %A M. Rizki %A T.B. Joewono %A D.B.E. Dharmowijoyo %A D. Prasetyanto %V 13 %T The effects of on-and before-journey advantages using ride-sourcing in Indonesia