The queue wait time estimation system of the present disclosure leverages its users' Internet-connected mobile devices—and the data they generate based on sensor feedback—to estimate the queue wait times at various establishments. The queue wait time estimation system communicates the estimated queue wait times to the users to enable the users to make an informed decision as to whether they'd like to visit a particular establishment based on its estimated queue wait time.