A system generates task summaries for presentation at a user computing device to facilitate completion of tasks associated with the user. The task summary includes a subset of the tasks associated with the user and the system determines which tasks to include in the task summary based on each of task data and user data. The task data includes details regarding the task while the user data describes preferences and behaviors of the user and may be updated based on historic activity of the user.