Accurately predicting which students are best suited for graduate programs is beneficial to both students and colleges. In this paper, we propose a quantitative machine learning approach to predict an applicant's potential performance in the graduate program. Our work is based on a real world dataset consisting of MS in CS [Master of Science in…

The university admission test comes after the high school graduation exam - the baccalaureate. The baccalaureate results of each candidate must be known by the university admissions committee. They provide information on the degree of intelligence, the skills acquired up to this date, but also the presence of inclinations and skills indispensable…

We explore generalizability and fairness across sociodemographic groups for predicting on-time college graduation using a national dataset of 41,359 college applications. Our features include sociodemographics, institutional graduation rates, academic achievement, standardized test scores, engagement in extracurricular activities, and work…

A growing body of literature is demonstrating that a number of students who are academically prepared for postsecondary fail to make the transition to college. The purpose of this study is to explore the relative influence of student and school level factors on three stages in students' college-going process: application, admission, and…

A synopsis of students course taking and the type of diploma chosen by high school students, also known as their Individualized Learning Plans (ILP), provides a holistic view of student's preparation in high school, and serves as a reliable indicator of their college and career readiness. While ILPs are mandated in over 30 states, limited work has…

Tuition discounting (TD), a practice whereby institutional grants are used to subsidize a student's educational expense, has become a common practice at four-year institutions. TDs impact on enrollments, financial aid, and budgets continues to increase, raising concerns about the long-term sustainability of the practice. Drawing upon Breneman's…

This paper examines the choices and destinations of prospective university students from three regional areas in Victoria. The study is based on information collected for tertiary applicants in the Gippsland, Bendigo and Mildura areas, all of which host a local university campus. Using application and enrollment data, we examine the choices that…

The Australian Government decision in response to the Bradley review to introduce a demand-driven funding model for undergraduate university places from 2012 was met with mixed reaction across the higher education sector. The removal of caps without subsequent fee deregulation is considered by some to be unsustainable. Opinions suggest that…

In November, 2008, Colorado and Nebraska voted on amendments that sought to end race-based affirmative action at public universities. In anticipation of the vote, Colorado's flagship public institution--The University of Colorado at Boulder (CU)--explored statistical approaches to support class-based affirmative action. This paper details CU's…

Educational Policy Improvement Center (EPIC) researchers visited 38 public high schools around the United States in 2007 and 2008 with the goal of validating and operationalizing a definition of college readiness. Schools in the sample were selected because they were demonstrating success at enabling more students from underrepresented groups to…

This study used information from the College Board's Admitted Student Questionnaire (ASQ) to investigate how enrolling students rate college choice factors in general and how they rate the colleges in which they have chosen to enroll. The sample included 68,428 admitted freshmen student responses to the ASQ, representing 122 institutions. Findings…

Using data from a sample of 10 colleges at which most students had taken both the SAT I: Reasoning Test and SAT II: Subject Tests researchers simulated the effects of making selection decisions using SAT II scores in place of SAT I scores. Students in each college were treated as forming the applicant pool for a more select college, and the top…

This paper examines how predictive modeling can be used to study application behavior. A relatively new technique, artificial neural networks (ANNs), was applied to help predict which students were likely to get into a large Research I university. Data were obtained from a university in Iowa. Two cohorts were used, each containing approximately…

This paper describes the admissions process at Washington State University, Pullman, Washington. Document imaging and automated workflow technologies have completely transformed the admissions process at Washington State University. All application material is stored in imaged form, and the admissions staff members use automated workflow to…

Freshmen recruitment and admissions trends at Trinity University, a small, independent Texas university, are described. Attention is directed to the weekly rates at which freshman applications and tuition deposits were received over a 4-year time period. The patterns of the receipt of applications and deposits were consistent across years. The…