In a digital image administration method and system, a database of image records is maintained. Data sets are provided. The data sets are each associated with a respective image record. The data sets each include data in a plurality of the categories: capture related data, intrinsic image data, image usage data, and user reaction data. A plurality of the data sets have missing data in different combinations of the categories. A value index of each of the image records is generated from the respective data set. The image records are managed responsive to respective value indexes.