An exemplary method includes an automatic media summary creation system analyzing presentation data of a media program that includes at least one of an audio component and a video component, generating, based on the analyzing of the presentation data of the media program, a set of text data, selecting, based on an attribute of the media program, a predefined media summary template from a group of predefined media summary templates, and automatically generating a summary of the media program by using the generated set of text data to populate the selected predefined media summary template. Corresponding methods and systems are also described.