Abstract: A system for detecting and visualizing demographics, diversity and disparity in user-generated videos includes a collection of user-generated content, such as videos, having demographic information, a target collection of content having defined diversity information, creator content having diversity information, and a processor capable of performing a diversity analysis on the user-generated content, displaying an indication of disparity between the user-generated content and the target collection of content, and taking an action based on the analysis to modify the collection to more closely reflect the target collection of information such as inviting content creators to contribute to the collection content associated with the identified areas of disparity.