Discusses empirical problems in confining college student retention studies to stay-versus-go outcomes, reviewing data resources (exit surveys, transcript requests, withdrawn student surveys, state transfer student databases, and the National Student Clearinghouse's Enrollment Search Program), which can enhance understanding of first-year outcomes. By combining these options, assessment and research offices can develop retention and transfer databases with excellent coverage and in-depth information about students and their persistence. (SM)