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…

Attrition is one of the main concerns in distance learning due to the impact on the incomes and institutions reputation. Timely identification of students at risk has high practical value in effective students' retention services. Big Data mining and machine learning methods are applied to manipulate, analyze and predict students' failure,…

Attrition is one of the main concerns in distance learning due to the impact on the incomes and institutions reputation. Timely identification of students at risk has high practical value in effective students' retention services. Big Data mining and machine learning methods are applied to manipulate, analyze, and predict students' failure,…

This paper offers a critical discourse analysis of documents relating to the introduction of predictive learning analytics at a small, UK university. Semiotic and interdiscursive analysis was carried out on texts from three different sources: the institution, the commercial analytics software provider, and one academic subject area. Authority…

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…

This investigation sought to determine when colleges should conduct assessments to identify first-year students at risk of dropping out. Thirty-five variables were used to predict the persistence of 2,024 first-year students from four universities in the southeastern United States. The predictors were subdivided into groups according to when they…

Affecting university rankings, school reputation, and financial well-being, student retention has become one of the most important measures of success for higher education institutions. From the institutional perspective, improving student retention starts with a thorough understanding of the causes behind the attrition. Such an understanding is…

The NEAIR (North East Association for Institutional Research) 2011 Conference Proceedings is a compilation of papers presented at the Boston, Massachusetts conference. Papers in this document include: (1) Are Students Dropping Out or Dragging Out the College Experience? The Roles of Socioeconomic Status and Academic Background (Leslie S. Stratton…

Examined the extent to which subscales and scales developed from the Distance Education Student Progress (DESP) Inventory (D. Kember and others, 1995) were associated with attrition and persistence of 258 external students in the Bachelor of Education Program at an Australian university. Discriminant analysis of 15 factors of the DESP Inventory…

Data from a standardized reading test and student background information were correlated to determine relationships. Self-assessed reading scores and other data may be used for predicting retention, academic performance, and reading ability. Differences were found between persisters and dropouts on these variables. (Author)

In a study of college student retention and progression, significant differences were found between black and white students in terms of their attrition rates, overall progression rates, and tendency to follow the prescribed progression pattern. When other student and institutional characteristics are statistically controlled, racial differences…

Proceedings of the 1979 conference of the Southern Association for Institutional Research (SAIR) are presented. The conference theme was the future of institutional research. Contents include reports of preconference workshops, speeches, panel reports, abstracts of papers, and reports pertaining to the affairs of the SAIR. Documents and authors…

For the twenty-ninth year, the Research and Theory Division of the Association for Educational Communications and Technology (AECT) is sponsoring the publication of these Proceedings. Papers published in this volume were presented at the National AECT Convention in Orlando, Florida. The Proceedings of AECT's Convention are published in two…