A method, system or computer usable program product for a data processing system to anticipate parking space availability including receiving from the first user a request for a parking space for a first vehicle, obtaining location tracking data of a set of users, each of the set of users associated with one of a set of vehicles, each vehicle located at one of a set of parking spaces, predicting a set of departure times based on the location tracking data for a subset of the set of users away from and associated with vehicles located in parking spaces, determining a subset of departure times that are within an acceptable period of time, and sending to the first user a subset of parking spaces with vehicles associated with users having the subset of departure times.