Patent ID: 8881209

Claim:
A method comprising: identifying input data for performing media content recommendation analysis, the input data describing the presentation of a plurality of media content items in association with a plurality of content management accounts, the input data comprising a plurality of data points, each of the data points identifying respective feedback data for a respective one of the media content items previously recommended for presentation in association with a respective one of the content management accounts, the feedback data identifying a viewer reaction to the recommended media content item, wherein the viewer reaction for a first subset of the data points identifies a percentage of the recommended media content item that was viewed in association with the content management account and a respective number of times that the recommended media content item was viewed in association with the content management account; for each or selected ones of the data points, applying a respective weighting factor based on the feedback data for the respective media content item presented in association with the respective content management; and storing on a storage system a plurality of updated media content recommendations produced by numerically modeling the weighted input data, each of the media content recommendations identifying a respective one of the media content items and a respective one of the content management accounts, each of the recommended media content items comprising an on-demand video capable of being accessed via a network.