To ride-hail or not to ride-hail? Complementarity and competition between public transit and transportation network companies through the lens of app data

Table 2 List of user ridership variables

Variable	Computation
Tap frequency	Proportion of sessions with taps performed
Usage frequency	Proportion of days with active sessions
Primary usage time (used to identify “commuters”)	Most frequent usage time window