In education settings, treatments are often non-randomly assigned to clusters, such as schools or classrooms, while outcomes are measured for students. This research design is called the clustered observational study (COS). We examine the consequences of common support violations in the COS context. Common support violations occur when the…

This study presents the Academic Investment Model (AIM) as a novel approach to predicting student academic performance by incorporating learning styles as a predictive feature. Utilizing data from 138 Marketing students across China, the research employs a combination of machine learning clustering methods and manual feature engineering through a…

Open-ended learning environments (OELEs) allow students to freely interact with the content and to discover important principles and concepts of the learning domain on their own. However, only some students possess the necessary skills for efficient and effective exploration. Guidance in the form of targeted interventions or feedback therefore has…

Children with autism spectrum disorder (ASD) show a wide range of developmental characteristics and differ from each other in terms of symptom presentation. This heterogeneity leads to difficulties when trying to individualize treatments that work for individual children with ASD. Therefore, identifying and understanding subgroups of children on…

Social skills training is a long-standing intervention for adolescents with social anxiety, while self-esteem is often ignored. However, there is little evidence suggesting that those with social anxiety require social skills training or interventions associated with self-esteem. The aim of the research was to investigate whether social skills and…

Most universities provide career development services to their students. Research on the effectiveness of these services in promoting retention and graduation is minimal and focused on global outcomes rather than differences among participants. Research to date suggests that between three and nine clusters (groups) of individuals would benefit…

This study aims to extend the definition of quality of life (QoL) for adults with autism spectrum disorder (ASD, n = 180, ages 23-60) by: (1) characterizing the heterogeneity of normative outcomes (employment, independent living, social engagement) and objective QoL (physical health, neighborhood quality, family contact, mental health issues); and…

Social anxiety in learning is prevalent amongst traditional-age students and has a marked effect on their engagement with higher education. It receives little attention from academic or support services and there is a presumption that students will manage their anxieties. Yet it is unclear what psychosocial resources they might bring to this task…