Abstract: A method may include a processor of a telecommunication service provider network receiving a training data set including service profile trajectories for subscribers of the network, each including a network service profile of a subscriber over a plurality of time periods, where for a given time period, each network service profile includes indications of whether a subscriber is subscribed to a plurality of network services. The processor may further create a predictive model based upon the training data set to predict whether a subject subscriber will be subscribed to a given network service at a designated future time period, receive a service profile trajectory for the subject subscriber, apply the service profile trajectory to the predictive model to generate a prediction of whether the subject subscriber will be subscribed to the given network service at the designated future time period, and allocate a network resource based upon the prediction.