Higher Education Commons^™

Will I Get In? Using Predictive Analytics To Develop Student-Facing Tools To Estimate University Admissions Decisions, Matt S. Giani, David Walling

Journal of College Access

A sizable number of low-income high school graduates enroll in colleges less selective than their academic qualifications would allow or forgo postsecondary altogether despite being college-ready. One potential cause of this “undermatching” is that some students have limited access to information about their college options. We hypothesize that providing students with more and better information about the relationship between their academic preparation and college options may promote college-going. The purpose of this study was to develop a predictive model of admissions to public 4-year institutions using data from Texas’ statewide longitudinal data system in order to build a student-facing tool …