Abstract: Approaches presented herein provide for dynamic selection and presentation of content for a broadcast or transmission, such as to provide content that is most likely to be of interest to a viewer. This can be accomplished, at least in part, by predicting occurrences of events of interest in one or more sources of content, such as one or more input media streams. The occurrences can be predicted using various sources of content or data, as may include non-game video, player input, and player-agnostic game data. Various input data streams can be analyzed to predict the probability of one or more events occurring over a future period of time, and these probabilities can be used to assign priority values to the various streams. These priority values can be used to determine which streams to include in a broadcast, as well as how to arrange or feature those streams in the broadcast.