Subscriber viewing data includes, for example, user viewing habits, such as the total time spent by the subscriber per subscribed channel per subscription period, average time spent per channel per period, proportion of time spent per video per channel, relative to other videos in the channel, proportion of time spent watching subscribed channels relative to non-subscription content, time of day d