Systems, methods, and computer readable media for media management provide a derived quantitative data of quality for video media files. The method embodiment comprises receiving a request for a video media file, identifying one or more video media files associated with the request, measuring at least one audio or visual quality associated with each video media file by analyzing at least one of: compression artifacts or grading for the each video media file, generating quantitative data based on the measured at least one audio or visual quality for the each video media file, and returning the quantitative data associated with the each video media file. Other features include the ability to compare, archive, filter, sort and select video media files based on the quantitative data.