TY - JOUR A1 - Tillmann, Alexander A1 - Krömker, Detlef A1 - Horn, Florian A1 - Gattinger, Thorsten T1 - Analysing & Predicting Students Performance in an Introductory Computer Science Course JF - Commentarii informaticae didacticae N2 - Students of computer science studies enter university education with very different competencies, experience and knowledge. 145 datasets collected of freshmen computer science students by learning management systems in relation to exam outcomes and learning dispositions data (e. g. student dispositions, previous experiences and attitudes measured through self-reported surveys) has been exploited to identify indicators as predictors of academic success and hence make effective interventions to deal with an extremely heterogeneous group of students. KW - Blended learning KW - heterogeneity KW - Learning analytics KW - Learning dispositions KW - Dispositional learning analytics KW - Formative assessment Y1 - 2018 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:kobv:517-opus4-416307 IS - 12 SP - 29 EP - 45 PB - Universitätsverlag Potsdam CY - Potsdam ER - TY - JOUR A1 - Mah, Dana-Kristin A1 - Ifenthaler, Dirk T1 - What do first-year students need? BT - digital badges for academic support to enhance student retention JF - Journal of applied research in higher education N2 - The purpose of this paper is to analyse data on first-year students’ needs regarding academic support services and reasons for their intention to leave the institution prior to degree completion. On the basis of the findings, a digital badge outline is proposed which could contribute to improved communication of academic requirements in order to help students to better adapt to higher education demands. Digital badges might also serve as an indicator for students’ needing additional academic support services. KW - Higher education KW - Retention KW - Learning analytics KW - First-year students Y1 - 2019 U6 - https://doi.org/10.1108/JARHE-12-2018-0258 SN - 2050-7003 SN - 1758-1184 VL - 12 IS - 1 SP - 86 EP - 96 PB - Emerald Group Publishing Limited CY - Bingley ER - TY - JOUR A1 - Mah, Dana-Kristin T1 - Learning Analytics and Digital Badges: Potential Impact on Student Retention in Higher Education JF - Technology, Knowledge and Learning KW - Learning analytics KW - Digital badges KW - Student retention KW - Generic skills KW - Academic competencies Y1 - 2016 U6 - https://doi.org/10.1007/s10758-016-9286-8 SN - 2211-1662 SN - 2211-1670 VL - 21 SP - 285 EP - 305 PB - Springer CY - Dordrecht ER -