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…

Purpose: The main purpose of this study is to evaluate the extent of dropout students and identify the relationship between risk factors of dropout and the survival time of students. Design/methodology/approach: The Kaplan-Meier estimator (KM), also known as the product-limit technique, is a nonparametric model function that is commonly used in…

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…

We propose a novel approach to address the issue of college student attrition by developing a hybrid model that combines a structural neural network with a piecewise exponential model. This hybrid model not only shows the potential to robustly identify students who are at high risk of dropout, but also provides insights into which factors are most…

This paper combines a theoretical-based model with a data-driven approach to develop an Early Warning System that detects students who are more likely to dropout. The model uses innovative multilevel statistical and machine learning methods. The paper demonstrates the validity of the approach by applying it to administrative data from a leading…

High school dropout has been associated with negative outcomes, including increased rates of unemployment, incarceration, and mortality. Dropout rates vary significantly depending on individual and environmental factors. The purpose of our study was to use an ecological perspective to concurrently explore student- and school-level predictors…

Well over three million children, K-12, are estimated to have lost instructional "seat time" in 2009-2010 because they were suspended from school, often with no guarantee of adult supervision outside the school. That's about the number of children it would take to fill every seat in every major league baseball park and every NFL stadium…

This study of high school outcomes in the Baltimore City Public Schools builds on substantial prior research on the early warning indicators of dropping out. It sought to investigate whether the same variables that predicted a non-graduation outcome in other urban districts--attendance, behavior problems, and course failure--were also significant…

This study was undertaken to determine whether differences in characteristics exist between public school dropouts and graduates. The need for such a study is indicated by the fact that dropouts are finding it more difficult to achieve success in most life ventures. A random sampling from 304 school systems in Indiana produced twenty school…

Article asks the question Should the Anti-Dropout Campaign" be Curtailed? Suggests that dropping out of high school is overrated as a problem. (Author)

Discusses the social consequences of dropping out of high school, the behavioral patterns of dropping out, and predictors of dropping out. Suggests that counselors identify potential dropouts early, start programs targeted to meet potential dropouts' needs, and keep in contact with them. (Author/ABB)

An informal study was conducted of the courses selected by ninth grade students who later dropped out of high school. Longitudinal data were available for high school students in the Austin (Texas) Independent School District, from 1978-79 to 1982-83. The courses selected by high-risk students in ninth grade, including extracurricular activities…

Students who drop out of high school before graduating are of concern to families, educators, and policymakers. To obtain information on the scope of the dropout problem, three sources of national data were reviewed: (1) the Bureau of the Census' Current Population Survey; (2) the Center for Statistics' Common Core of Data; and (3) the Center for…

Although Florida law requires job placement and follow-up services for all students graduating or leaving the school system, there is a lack of understanding about contributing causes and possible solutions to the problem of high school dropouts. To gather information to develop an innovative program to reach dropouts and potential dropouts, 282…

Presents the results of a study that tracked the educational progress of a group of first graders from 1982 to 1996. Examines the children's personal qualities, first-grade experiences, and family circumstances as precursors to dropping out in high school. Identifies dropping out as a long-term process of disengagement. (MJP)