The objective of this paper is the design of a predictive model of students' desertion in Educational Institutions based on the Analytic Hierarchy Process (AHP). The proposed model is based on a weighted sum of individual probabilities of desertion associated with various factors (explanatory variables) by experts in the combined use of the AHP…

In this article, we empirically validate Tinto's Student Integration model, in particular, the predictions the model makes regarding both students' academic outcomes and their dropout decisions. In doing so, we analyze three decades' worth of student enrollments at an Australian university and present a novel methodological approach using graph…

This article characterizes and reflects on the possible uses of early warning systems (hereafter, EWS) in the region as effective tools to support educational pathways, whenever they identify risks of dropout, difficulties for the achievement of substantive learning, and the possibility of organizing specific actions. This article was developed in…

School dropout is a structural problem which permanently penalizes students and society in areas such as low qualification jobs, higher poverty levels and lower life expectancy, lower pensions, and higher economic burden for governments. Given these high consequences and the surge of the problem due to COVID-19 pandemic, in this paper we propose a…

Over the last decade, there has been great research interest in the application of artificial intelligence (AI) in various fields, such as medicine, finance, and law. Recently, there has been a research focus on the application of AI in education, where it has great potential. Therefore, a systematic review of the literature on AI in education is…

Purpose: Student motivation for positive academic outcome and persistence at school is significantly affected by personal and environmental factors. Anchored in self-determination theory, this study tested a motivational model which looked at how support in terms of perceived teacher autonomy and from school administration constituted the key…

The objective of this paper is to better understand the factors that affect the chances of re-engaging early school leavers in education, with a particular focus on the importance of time out from school (duration dependence) and school-related factors. Using data from three cohorts of the Longitudinal Survey of Australian Youth and duration…

While policy-makers in Britain can justifiably lay claim to creating the term NEET to define young people who do not engage in formal learning, training or employment, the high number who fall into, and remain in, this category continues to challenge them. This, in part, is attributable to the extended use of the term NEET to capture all young…

Through the use of event-history techniques, we will show that a duration framework is adapted to the analysis of higher education attrition. Our dropout model allows for estimates to vary over time. While some factors exhibit constant effects, like high school characteristics, other effects do vary from the first year to the fourth. Men and women…

A study at Humber College of Applied Arts and Technology (Ontario) found 30 percent of freshmen dropped out in the first year. Variables in the student-institution relationship accounted for more variance in persistence and withdrawal than student characteristics, confirming the validity of the person-environment fit dropout model. (Author/MSE)

This report presents a study of the structures, reviews, and evaluations of preventative education measures (designed to prevent dropouts) in Dublin schools in order to make recommendations for developing models of best practice. An introduction presents study aims, objectives, and methodology. Section 1 provides an overview of the policy context…

A survey of 498 undergraduate students withdrawing from a Canadian university was used to develop a model of student attrition. Students frequently attributed withdrawal to personal characteristics, institutional factors, and societal variables. Student academic performance was a causal factor for university-initiated withdrawal, and student…

The findings of a computer model designed to project the number and educational profile of young people leaving the school system to enter the labor force in Canada in the 1980's are reported. The four-tiered computer model utilized in the study projects elementary-secondary enrollment, college and university enrollment, "leavers" from…