Despite its proven success in various fields such as engineering, business, and healthcare, human-machine collaboration in education remains relatively unexplored. This study aims to highlight the advantages of human-machine collaboration for improving the efficiency and accuracy of decision-making processes in educational settings. High school…

Massive open online courses (MOOCs) are online-based teaching programs designed to accommodate thousands of students without charging any fees. They began appearing in 2009 and 2010, became popular for a while, but are in decline now. This paper contains bibliometric and systematic reviews of research on MOOCs to see what can be learned from the…

The high rates of premature contract termination (PCT) in vocational education and training (VET) programs have led to an increasing number of studies examining the reasons why adolescents drop out. Since adolescents' trajectories after a PCT are quite diverse, a thorough assessment of different "dropout directions" is called for.…

Core Maths (CM) qualifications were introduced into the post-16 curriculum in England in 2014, with first assessments in 2016. They are a suite of qualifications aimed at students who achieve a grade 4 (originally a grade C) or higher at GCSE Maths but do not go on to take AS or A level Maths. This group comprised around 40% of all students in…

In this paper, we present an extended evaluation of a course recommender system designed to support students who struggle in the first semesters of their studies and are at risk of dropping out. The system, which was developed in earlier work using a student-centered design and which is based on the explainable k-nearest neighbor algorithm,…

The temporal sequence of learning behavior is multidimensional and continuous in MOOCs. On the one hand, it supports personalized learning methods, achieves flexible time and space. On the other hand, it also makes MOOCs produce a large number of dropouts and incomplete learning behaviors. Dropout prediction and decision feedback have become an…

School attendance problems and school dropout are recognised as a major concern by researchers, policymakers, practitioners and the wider society. Although research acknowledges the multi-faceted complexity of dropping out of school, only a limited number of studies have focused on the perspective of support workers (e.g., teachers, social…

Background: This study investigates how the Medicaid Expansion of the Affordable Care Act affected state high school dropout rates. Methods: This study relies on a differences-in-differences estimation strategy that is common in program evaluation, especially in education. This method replicates in a regression framework a classic pre-test…

We describe the challenge of college non-completion in the U.S. and a variety of explanations for the high rate of non-completion. We then provide an overview of the implementation of and evidence from eight specific college completion interventions designed to increase college completion rates through a comprehensive set of services. The eight…

The nature of teaching and learning has evolved over the years, especially as technology has evolved. Innovative application of educational analytics has gained momentum. Indeed, predictive analytics have become increasingly salient in education. Considering the prevalence of learner-system interaction data and the potential value of such data, it…

Due to the unprecedented growth in available data collected by e-learning platforms, including platforms used by massive open online course (MOOC) providers, important opportunities arise to structurally use these data for decision making and improvement of the educational offering. Student retention is a strategic task that can be supported by…

The present study aims to provide insights into the experiences of early school leavers within the Finnish context. We conducted a narrative inquiry among eleven early school leavers who were in prison when they were interviewed. Self Determination Theory (SDT), more specifically the concept of frustration of the three basic psychological needs of…

While measures to combat 'Early Leaving' (EL) have been widely adopted internationally, as a means of curbing rates of economic and social exclusion among young people, the term itself is not widely utilised across the UK. That is not to say that measuring and reducing the number of young people who drop out of education (or training) before…

Student engagement is critical for learning and adjustment, but poor personal resources, such as low academic self-concept and mental health problems, can impede the individual's capacity to engage in academic activities. The present study's main aim was to investigate whether student-perceived emotional support from teachers in upper secondary…

One in three students suffers from at least one common mental disorder highlighting the high prevalence of health issues in higher education. At the same time, every third student drops out of university without achieving their degrees. Nevertheless, connections between health and students' dropout behavior have hardly been investigated. Grounding…