Gang intelligence is only as valuable as the accuracy, completeness, and timeliness of the information it contains. Law enforcement agencies rely on digital gang files and gang databases to identify criminal organizations, monitor emerging threats, connect related investigations and persons, and improve officer safety. However, these systems require continual maintenance to remain effective. As gang memberships evolve, alliances shift, and …