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The impact of learning design on student behaviour,satisfaction and performance: A cross-institutional comparison across 151 modules
Affiliation:1. Department of Mechanics, Computer Science and Aerospace Engineering, University of León, School of Industrial and Computer Science Engineering – Campus de Vegazana S/N, 24071 León, Spain;2. Departamento de Ingeniería de Organización, Administración de Empresas y Estadística, Universidad Politécnica de Madrid, Av. Complutense 30, 28040 Madrid, Spain;1. Maastricht University, School of Business and Economics, Netherlands;2. The Open University, Institute of Educational Technology, Walton Hall, Milton Keynes, MK7 6AA, UK;1. Institute of Educational Technology, Learning and Teaching Innovation, Open University UK;2. Department of Econometrics, School of Business and Economics, Maastricht University, the Netherlands;3. School of Education, University of Glasgow, UK
Abstract:Pedagogically informed designs of learning are increasingly of interest to researchers in blended and online learning, as learning design is shown to have an impact on student behaviour and outcomes. Although learning design is widely studied, often these studies are individual courses or programmes and few empirical studies have connected learning designs of a substantial number of courses with learning behaviour. In this study we linked 151 modules and 111.256 students with students' behaviour (<400 million minutes of online behaviour), satisfaction and performance at the Open University UK using multiple regression models. Our findings strongly indicate the importance of learning design in predicting and understanding Virtual Learning Environment behaviour and performance of students in blended and online environments. In line with proponents of social learning theories, our primary predictor for academic retention was the time learners spent on communication activities, controlling for various institutional and disciplinary factors. Where possible, appropriate and well designed communication tasks that align with the learning objectives of the course may be a way forward to enhance academic retention.
Keywords:Learning design  Learning analytics  Academic retention  Learner satisfaction  Virtual learning environment
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