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…

Understanding the causes of attrition at the undergraduate level has been an increasing concern in efforts to increase student persistence to graduation. Research has identified demographic, academic, and experiential factors influencing students' decisions about withdrawing from university. This narrative enquiry was conducted to identify…

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…

This study was inspired by the Indian movie 'Three idiots' and purposed to investigate the reasons behind the high rate of engineering degree programmes dropouts in India. Accordingly, factors related to academic, demographic, economic, family, future, institutional, personal, and social were derived and examined on their impacts on student…

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.…

The most significant disadvantage in the use of MOOCs is their high drop out rates, which reaches between 88.3% and 90%. This research examined the desertion from 15 MOOCs, the following factors and their relation to desertion were assessed, characteristics of the students (gender, language, educational level, age, interest in the final…

The volume of articles, books, and studies about increasing the retention, persistence, and graduation of undergraduate college students is nothing short of prolific (Seidman, 2005). However, only modest gains in undergraduate graduation rates have been made nationally (Chen, 2012; Seidman, 2005). Six-year graduation rates at all four-year…

This study was designed to determine if a relationship exists between placement assessment scores and student attrition for first year college students at a technical college in the Midwest. The data included de-identified student scores on four standardized assessments used by the school for admissions and course determination, as well as various…

Quality assurance in higher education often emphasises the importance of lowering student attrition. The first year of study is a crucial period for mitigating risks of attrition as this is the time when students develop a sense of belonging, and academic and personal connections. This study explores the long-term effects of the first-year student…

Student retention in education courses is a political imperative. This research examined the wicked problem of attrition in a Bachelor of Education (Early Childhood Studies) course, drawing on the experiences of three different groups of students studying early childhood. The participants from each study represented different student groups within…

The Texas Education Agency (TEA) prepares an annual report on graduates and dropouts in Texas public secondary schools. This report includes state summaries of the annual dropout rate, longitudinal graduation and dropout rates, and state attrition rates. In addition to statewide statistics, the report provides historical information about dropout…

Many of the first-year undergraduate students who enrol in universities, particularly in top-ranked private universities in Bangladesh, struggle with getting good grades. As a result, many students look forward to a bleak future, dropping out midway through their studies. Thus, improving the rates of graduation and reducing the rates of attrition…

Online education increases in popularity for traditional and nontraditional undergraduate students, albeit some learners complete while others drop out. This case study focused on the experiences of 2 groups of Anglophone Caribbean students who enrolled in undergraduate online degree programs in the academic year 2013-2014 at a regional Caribbean…

The Texas Education Agency (TEA) prepares an annual report on graduates and dropouts in Texas public secondary schools. This report includes state summaries of the annual dropout rate, longitudinal graduation and dropout rates, and state attrition rates. In addition to statewide statistics, the report provides historical information about dropout…

As higher education has made the transition from elite to mass enrolments, the student body has become more diverse and online and blended learning have become more common. This study aimed to examine the impacts on attrition of admitting a more diverse student body with the shift towards online and blended learning. A hypothesised path model of…