Academic dropout remains a significant challenge for education systems, necessitating rigorous analysis and targeted interventions. This study employs machine learning techniques, specifically random forest (RF) and feature tokenizer transformer (FTT), to predict academic attrition. Utilizing a comprehensive dataset of over 40 000 students from an…

Using data from 11 institutions, the authors investigate enrollments in intermediate microeconomics to determine characteristics of successful and unsuccessful students and follow the retake behavior of unsuccessful students. Successful students are significantly different from unsuccessful ones, and unsuccessful students differ by type…

While student attrition constitutes a major institutional concern at the undergraduate level, this topic is overlooked at the master's level. Dropout rates have been documented, but no solid predictive models are to be found. Likewise, little is known about students' decision to terminate their studies. With growing enrolment numbers in…

Background and Context: Computer Science attrition rates (in the western world) are very concerning, with a large number of students failing to progress each year. It is well acknowledged that a significant factor of this attrition, is the students' difficulty to master the introductory programming module, often referred to as CS1. Objective: The…

This study examined whether students who left biomedical fields of study during college did so primarily because they became disenchanted with those fields or because they felt attracted to alternative fields of study. We identified 1,193 students intending to pursue biomedical fields of study early in college, collected data about their beliefs…

This study predicts Latina/o student attrition at two phases in the college-going pipeline. Findings suggest that academic achievement mediates Latina/o students' attrition from expectations to college application. Preparatory commitment behaviors mediate attrition from application to attendance. Results also indicate that Latina/o students…

Doctoral student enrollment and study require significant resources such as faculty time, student time, and funding. However, doctoral student attrition is a serious problem nationwide, especially at the dissertation level. When doctoral students do not complete their dissertations, their potential contributions to society are substantially…

Alarming rates of Black male underachievement in the community college are compelling reasons to explore factors that promote their academic success. Black male community college students have the lowest grade point averages among males across all races and ethnicities, and the highest rates of attrition (Department of Education, 2008; Ross et…

This article reports on the development and implementation of the Student Success Program, a strategic, University-wide, consistent approach to increasing the success and retention of first year students, during 2014. To this end, a centrally coordinated process integrated historic student, application, enrolment, academic performance and learning…

This study examines whether tutors (N?=?15) in a problem-based learning curriculum were able to predict students' success in their first year and their entire bachelor programme. Tutors were asked to rate each student in their tutorial group in terms of the chance that this student would successfully finish their first year and the entire…

With an increasing number of students enrolling into Australian universities, developing an understanding of the variables underlying academic success, is growing in importance. In the present study, three first-year cohorts (2013-2015) studying towards five allied health or science degrees (n = 1,676 students) were examined to ascertain the…

College student attrition rates remain constant despite institution level efforts. This retrospective archival study examined how individual instructors at the course level might impact academic success and retention by acting on a real time at risk warning system. Five semesters of scores on the first exam in an undergraduate psychology course…

Enrolment in university enabling programs has expanded dramatically in the last decade as universities strive to increase enrolments, particularly of students from low socioeconomic backgrounds. Offering enabling study by distance education has been part of this expansion with the benefit of providing access to a wider enrolment base. The purpose…

Increased federal attention to student completion metrics and uncertain financial forecasts have heightened the tenor of student retention conversations. Improved institutional retention rates will lead to higher completion rates and relieve some funding concerns. To accomplish these improvements, institutions have invested in analytics to better…

Roughly half of all undergraduate students in the United States fail to persist to degree completion (American College Testing [ACT], 2010; Tinto, 1993; U.S. Department of Education, National Center for Education Statistics, 2013). Adult students often have higher levels of attrition than traditional-age students (Justice & Dornan, 2001;…