A device may estimate a probability that each video recording, of a group of video recordings, will be played back at the device during a time interval. The group of video recordings may include video recordings stored locally at the device and video recording stored at a remote location. The device may also determine whether to transfer a video recording to the remote location or retrieve a video recording from the remote location based on the estimated probabilities.