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…

We propose a novel approach to address the issue of college student attrition by developing a hybrid model that combines a structural neural network with a piecewise exponential model. This hybrid model not only shows the potential to robustly identify students who are at high risk of dropout, but also provides insights into which factors are most…

Not all students who enroll in college complete their degree. Students who drop out of college and fail to graduate represent a dilemma for higher education administrators. Determining factors that may lead to attrition has been a topic of discussion amongst educators. The purpose of this study was to determine whether there are any relationships…

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…

Although there has been a growing body of research on student-athlete retention in higher education, no studies to date have conducted a meta-analysis for investigating predictors of student-athlete retention and attrition. Moreover, the results of existing literature indicate that the factors impacting collegiate athletes' retention are mixed.…

Aboriginal and Torres Strait Islander peoples remain significantly under-represented in higher education systems. There are significant disparities in university completion rates for Aboriginal and Torres Strait Islander students compared with their non-Indigenous counterparts. The poor-retention and high-attrition rates among Aboriginal and…

This study aimed at assessing the level and determinants of students' vulnerability to attrition in Arba Minch University, Southern Ethiopia using a random sample of 547 students. The study revealed that, out of 547 sample students, 207 (38%) students were found highly vulnerable to attrition, 51 (9%) students were moderately vulnerable and the…

Problem: Undergraduate and graduate students frequently experience psychological distress that often results in impairment and psychopathology, and effective interventions are thus needed. This work represents a replication of Mindfulness-Based Stress Reduction (MBSR) to reduce psychological distress; secondary objectives include: evaluating…

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…

Research was conducted to explore predictors for online higher education student attrition. This research was conducted using results from the SmarterMeasure Learning Readiness Indicator to track students in their degree programs. In addition, student outreach was conducted with an experimental group of at-risk students to determine if additional…

While online course offerings have steadily risen over the last decade and it is estimated that 32% of college students have taken an online course (Allen & Seaman, 2013), the process of preparing students for blended and online courses has varied and is inconsistent across institutions. Attrition rates for online courses have been…

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…

This study explores the value in using the difference between a student's predicted first-year grade point average (FYGPA), based on high school grade point average and SAT scores, and their observed FYGPA, namely, their FYGPA residual, as a tool in identifying those at risk for leaving an institution. Specifically, this study examined whether…

This study examines the attrition and achievement of a sample of 295 students in an on-campus tertiary bridging program at a regional university. A logistic regression analysis using enrolment status, age and the number of absences from scheduled classes at week three of the semester as predictor variables correctly predicted 92.8 percent of…

The postsecondary enrollment of student veterans has increased with the troop draw down in Iraq and Afghanistan as well as the generous amendments made to the Post 9/11 GI Bill. Acquired disabilities remain a reality for this population as they transition into the civilian world; consequently, previous literature cites the role of disabilities…