1. An interactive spoken dialog system, comprising: a computer including a processor, and memory, including: a data store for storing recordings of interactions on the spoken dialog system; an automated rater including a machine-learning algorithm configured to automatically estimate a user experience score for any set of interactions on the spoken dialog system.