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In North American cities, the growing use of ride-hailing services, such as Uber and Lyft, has occurred at a time when public transit ridership has either stagnated or declined. Previous studies on the topic have found that the relationship between ride-hailing and public transit services tends to be context-specific in nature. In some cases, ride-hailing has been shown to complement public transit, while, in others, it can be a substitute. This paper takes an integrated approach to modeling the generation of demand for ride-hailing and public transit services, using trip-level ride-hailing data and data from a regional household travel survey. In addition, the relationship between the demand for ride-hailing and transit services is also explored. This paper uses the bivariate ordered probit model and the recursive regression model to study the role that built environment and socio-demographic attributes play in the generation …