Studies of 1-year retention commonly use a binary outcome (retained after 1 year, yes/no) as the dependent variable. This paper examines the use of alternate specifications of 1-year retention that include information about spring semester stopout behavior. Different types of discrete choice models are first described, Next, the multinomial logit…

Almost all studies of retention inappropriately combine stopouts with transfer-outs because of a lack of data. The National Student Clearinghouse (NSC) (formerly called the National Student Loan Clearinghouse) created a new database that tracks students across institutions. These data, in combination with institutional databases, now allow…

Almost all studies of college student retention inappropriately combine stopouts with transfer-outs due to a lack of data. The National Student Loan Clearinghouse (NSLC) has created a new database that tracks students across institutions. These data, in combination with institutional databases, now allow researchers to take into account both…

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student retention studies to stay-versus-go outcomes, reviewing data resources (exit surveys, transcript requests, withdrawn student surveys, state transfer student databases, and the National Student Clearinghouse's Enrollment Search Program), which can enhance understanding of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…