A media item that was presented in media players of computing devices at a first audio level may be identified, each of the media players having a corresponding user of a first set of users. A second audio level value corresponding to an amplitude setting selected by a user of the set of users during playback of the media item may be determined for each of the media players. An audio level difference (ALD) value for each of the media players may be determined based on a corresponding second audio level value. A second audio level value for an amplitude setting to be provided for the media item in response to a request of a second user to play the media item may be determined based on determined ALD values.