To address three issues identified in previous research this study proposes a clustering-based MOOC dropout identification method and an early prediction model based on deep learning. The MOOC learning behavior of self-paced students was analyzed, and two well-known MOOC datasets were used for analysis and validation. The findings are as follows:…

The issue of high school dropout has long concerned policy makers, educational professionals, and the general public. In the gifted literature, this concern is no less pressing. Student engagement is becoming an increasingly discussed construct for conceptualizing the dropout phenomenon and designing appropriate interventions to prevent this…

Many students during their college careers consider withdrawing from their respective college or university. Understanding why some students decide to withdraw yet others persist has implications for both the well being of students as well as for institutes of higher education. The present study develops a model of the decision to withdraw drawing…

There has been a discernable focus within many Australian industries on improving the rates of completion amongst their apprentices and trainees. This paper outlines the results of a study which involved a multivariate analysis of data relating to apprenticeship and traineeship completion, derived from a database developed by the Victorian…

Research shows that peer status in adolescence is positively associated with school achievement and adjustment. However, subculture theories of juvenile delinquency and school-based ethnographies suggest that: (1) disadvantaged boys are often able to gain some forms of peer status through violence; and (2) membership in violent groups undermines…

Student retention is an important issue for all university administrators and faculty due to the potential negative impact of student attrition. In this study, retention rates will be studied with data from sophomore students who initially enrolled in the 2002 academic year at Arizona State University, following these students through their junior…

The main aim of this study was to gain a better understanding of why students abandon their studies, or perform less well than expected given their high school grades, and to develop predictive models that can help identify those students most at-risk at the time they enter college. This will allow teachers and those responsible for student…

This policy brief reports on a study of variation in states' school completion rates for students with disabilities and the relationship of school completion to economic, sociodemographic, and educational variables. States' school completion rates were calculated from data maintained by the Department of Education. In addition, state-level special…

Using data from the National Education Longitudinal Study of 1988 with hierarchical linear modeling, this study identified individual-level and school-level variables influencing the decision to drop out of middle school. At the individual level, grade retention is the single most powerful predictor. (SLD)

Many students who enter public schools leave without achieving what has become the expected minimum level of educational attainment, a high school diploma. The purpose of this study was to contribute to existing dropout-prevention research by identifying and validating reliable decision rules for differentiating actual dropouts from high school…

Distance education cannot escape comparisons to traditional classes, and critics of distance education frequently point to the higher drop rate in distance education as evidence of its lower educational quality. While David Diaz and Ryan Cartnal note that this conclusion is a debatable one, they acknowledge that reducing drop rates in online…

A study applied path analysis methods, using new techniques of causal analysis, to the problem of predicting the achievement, dropout rate, and satisfaction of university students. Besides providing explanations, the technique indicates possible remedial measures. (MSE)

The relationship between performance on tests of minimum competency (MCT) required for high school graduation and dropout behavior was studied with 76,664 Florida students. Results indicate that MCT failure increases the likelihood of leaving school only for students doing well academically, but not for minority students or those doing poorly.…

This study investigates pre-enrollment factors, particularly those related to computer confidence, in relation to persistence in the community college. Data on sex, ethnicity, reading level, high school grade point average (GPA), goal for attending college, and self-reported ability to use five computer application programs were gathered from 543…

This paper explores the practical implications of the distributional perspective on dropping out of school--a perspective that says that the concentration of student exodus from certain schools may reflect the impact of contextual or organizational factors as opposed to those that operate simply at the individual level. Based on data from the…