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Sage, Andrew J.; Cervato, Cinzia; Genschel, Ulrike; Ogilvie, Craig A. – Journal of College Student Retention: Research, Theory & Practice, 2021
Students are most likely to leave science, technology, engineering, and mathematics (STEM) majors during their first year of college. We developed an analytic approach using random forests to identify at-risk students. This method is deployable midway through the first semester and accounts for academic preparation, early engagement in university…
Descriptors: Majors (Students), Identification, Student Satisfaction, At Risk Students

Gade, Eldon M.; Soliah, David – Journal of Counseling Psychology, 1975
For 151 male graduates of the University of North Dakota, expressed choices measured by preferences made as high school seniors on the ACT Student Profile Section were significantly more accurate predictors of graduating college major and of career entry occupation than were their Vocational Preference Inventory high point codes. (Author)
Descriptors: Career Choice, Employment, Interest Inventories, Majors (Students)
Tarpley, Crystal L.; And Others – 1992
Factors that account for variance between groups of Mississippi students in their choice of college types were studied using data from the 1991 American College Testing (ACT) Program. The objectives of this study were to describe Mississippi students who plan to attend community or junior colleges and who took the spring 1991 ACT Assessment…
Descriptors: Academic Aspiration, College Bound Students, College Choice, College Entrance Examinations