Nearly all quantitative analyses in higher education draw from incomplete datasets-a common problem with no universal solution. In the first part of this paper, we explain why missing data matter and outline the advantages and disadvantages of six common methods for handling missing data. Next, we analyze real-world data from 5,905 students across…

Conceptual and methodological recommendations for enhancing research on the influences of college on students are offered, including isolating net college effects, studying the timing of change, estimating college effect sizes, examining direct and conditional effects, and the potential benefits of qualitative approaches. Areas for future inquiry…

Institutional research in higher education is seen as comprised of three levels of intelligence/information: (1) technical and analytical; (2) understanding of student, faculty, financial, and facilities issues; and (3) contextual intelligence concerning the culture of higher education and the particular institution. Knowledge and skills required…

A review of more than 3,000 books, monographs, journal articles, papers and other reports was conducted to discover what kinds of design, measurement, and analytical lessons have been learned as a result of the enormous volume of college-impact-on-student studies that have been published in the last 20 years and to determine how these lessons…

The good news is Strange's propositions offer a sharper focus to researchers of student development. The bad news is that the propositions imply a need to reconsider the ways researchers regard student change and the designs adopted to study it. Revisions in each area will challenge researchers' conceptual and methodological predictors. (BF)

Describes the analytical procedure, contextual analysis. Suggests ways to use it to assess the group effects of residence arrangement on student development. Provides an empirical example that shows how contextual analysis may be used to identify the specific dimensions underlying residence group influences on freshman academic performance.…

Three basic designs for studying college student attrition are described and the comparative assets and liabilities of each are discussed. It is noted that administrators faced with declining enrollments and costs for students not completing degree programs are likely to call for attrition studies, yet methodological inadequacies exist in many…