Study success in Higher Education is of primary importance in the European policy agenda. Yet, given the diverse educational landscape across countries and institutions, more coordinated action is needed to gain a more solid knowledge of the dropout phenomenon. This study aims to gain a better insight into students' dropout based on an integrated…

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…

Dropout of university students can have negative consequences for students' futures as well as for university income. University systems with a multiple enrollment policy may offer students benefits, such as a second chance to graduate instead of dropping out. However, little is known about the outcome constellations (graduation, dropout) of…

School non-completion and non-completers' subsequent pathways into employment or back into education are enduring issues for policy-makers in Australia. Understanding the factors that predict a higher probability of leaving school before completing Year 12, as well as those that increase the chance of reengaging with education, can inform action…

This study investigates community college skills builders--students who enroll for a short time, take courses concentrated in career and technical education (CTE), are highly successful in their coursework, but typically leave college without a postsecondary credential. Drawing on administrative data from Colorado, Ohio, Michigan, and California,…

This action study investigated the experiences of current female students, recent female graduates, and female dropouts of a rural community college in Appalachian Ohio to determine what factors led to successful college completion. Although female enrollment exceeds male enrollment, females currently and consistently rank below their male…

This study identified the main explanatory factors of dropout in higher education in Rivera, Uruguay, and showed that the limitations and methodological implications related to the polysemic nature of the concept of dropout should be addressed by studies on this subject. Through a systematic search of the international scientific literature, the…

The true purpose of this study is to contribute to researchers' and practitioners' understanding of the power of Teacher-Student Relationships (TSRs) relative to at-risk students' graduation status. Much of the research surrounding dropouts focuses on root causes like attendance, retention, and families' economic status. However, minimal research…

Online learning has become more popular in higher education since it adds convenience and flexibility to students' schedule. But, it has faced difficulties in the retention of the continuity of students and ensure continual growth in course. Dropout is a concerning factor in online course continuity. Therefore, it has sparked great interest among…

Dropout is a global crisis and an affliction in the United States. This study analyzes graduation rates based on prior academic achievement, attendance, and behavior at an urban American high school in Virginia over 4 years to identify who is (not) graduating and why. Using a correlational, nonexperimental design, four cohorts of graduates were…

The increasing number of students enrolled in higher education institutions and the growing demand in the labour market for university graduates make the analysis of study success and study dropout more and more important. Dropping out from higher education is a complex process and students have very different motives for leaving university…

The "hole-in-the-wall" experiments of 1999, as named by the popular media, started with an Internet-connected computer being embedded in a wall facing a slum in Kalkaji, New Delhi, India. Several studies showed that groups of children, when given access to the Internet, can learn by themselves. Children's academic marks improved, and…

This report is the support document accompanying "VET as a re-engagement pathway for early school leavers," which explores the pathways of early school leavers -- that is, those who leave school without completing Year 12 -- by means of an analysis of data from the Longitudinal Surveys of Australian Youth (LSAY). In particular, the…

Early school leaving is a major social problem and a socio-political priority in knowledge-based societies, especially in southern European countries that have a tendency for comparatively high dropout rates. The literature has focused strongly on the exogenous factors that cause students to leave school early. Meanwhile, endogenous factors, such…

Teaching Institutions could benefit from Early Warning Systems to identify at-risk students before learning difficulties affect the quality of their acquired knowledge. An Early Warning System can help preemptively identify learners at risk of dropping out by monitoring them and analyzing their traces to promptly react to them so they can continue…