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…

The achievement gaps between Black and white students in math and science have remained unchanged over the last decade. Additionally, disparities in academic achievement and academic outcomes, like dropout, have persisted across genders. Existing research has explored the intricacies of various forms of identity -- namely racial and gender…

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…

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…

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…

Poor academic performance and dropout are major concerns at post-secondary institutions. Influences include sociodemographic, psychosocial, and academic functioning factors. Canadian literature is limited, and little published data directly compare academic outcomes between local-born, immigrant, and international students. We conducted a…

Students' engagement and performance in their first year of high school offer strong signals about their prospects for earning a diploma 4 years later. These performance measures can be used to construct "on-track" indicators to measure a school's performance and to identify needs of specific students who are at risk of dropping out.…

Actual school dropout among immigrant youth has been addressed in a number of studies, but research on hidden school dropout among immigrant students is rare. Thus, the objective of this paper is to analyze hidden school dropout among primary school students with an immigrant background. The analyses were performed using survey data of 1186…

Examined in this study were faculty perceptions of students who do not continue their college education. Also examined was how urban and rural community colleges faculty perceived academic preparation, work ethics, and institutional support as predictors of student success. In this predictive study of community college faculty, 36 faculty members…

Academic tracking has been shown to limit the quality of student instructional opportunities, decrease students' perceptions of their abilities, and negatively influence student achievement. These factors associated with academic tracking also may influence students in lower tracks to learn less and ultimately to drop out of high school. Few…

This contribution asks which factors predict early school leaving, non-completion, and completion in upper secondary education in Norway? The data comprises survey and public register data for 9,749 students. The analyses identified three major groups of variables predicting early school leaving, non-completion, and completion: social background,…

Early school-leaving imposes costs on the individual and society, and is linked to factors including gender, family income and parental education, community deprivation, and academic history. In Ireland, the role of the school in shaping patterns of early school-leaving is unclear. Employing the Theory of Planned Behaviour (TPB) from social…

Student success results from positive learning environments which strive to meet the basic psychological needs of students, foster self-determined forms of motivation, and cultivate learning outcomes such as knowledge transfer, meta-cognition, and engagement. Low first-year student retention rates lead many universities to assess factors…

This study explores the relationship between different types of prior knowledge and student achievement in an introductory chemistry course. Student achievement was regarded as the pace of completing the course as well as the final grade. A model of prior knowledge is proposed; this distinguishes between different types of prior knowledge and…