Abstract: This disclosure describes one or more implementations of a data verification system that provides accurate validations of user trait data for data providers. For example, in various implementations, the data verification system generates and utilizes data verification models and approaches to determine the probability that user trait data obtained by data providers is accurate and correct. In this manner, the data verification system can independently evaluate the accuracy of both individual user records as well as collective segments of user records for data providers.