1. CERPP, University of Southern California, Los Angeles, California, USA
2. Office of Institutional Research, Northern Kentucky University, Highland Heights, Kentucky, USA
3. Center for Research on Undergraduate Education, University of Iowa, Iowa City, Iowa, USA
4. Center for the Study of Higher and Postsecondary Education, University of Michigan, Ann Arbor, Michigan, USA