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Autor/inn/enBalaban, Igor; Filipovic, Danijel; Zlatovic, Miran
TitelPost Hoc Identification of Student Groups: Combining User Modeling with Cluster Analysis
QuelleIn: Education and Information Technologies, 28 (2023) 6, S.7265-7290 (26 Seiten)Infoseite zur Zeitschrift
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ZusatzinformationORCID (Balaban, Igor)
ORCID (Zlatovic, Miran)
Spracheenglisch
Dokumenttypgedruckt; online; Zeitschriftenaufsatz
ISSN1360-2357
DOI10.1007/s10639-022-11468-9
SchlagwörterIdentification; Multivariate Analysis; Profiles; Emergency Programs; Distance Education; Online Courses; COVID-19; Pandemics; College Students; Foreign Countries; Croatia
AbstractThis study aims to discover groups of students enrolled in the emergency remote teaching online course based on the various course-related data collected throughout the first year of COVID-19 pandemic. Research was conducted among 222 students enrolled in the course "Business Informatics" at the Faculty of Organization and Informatics of the University of Zagreb in the academic year 2020/2021. Overlays were used to model students' success on the various quizzes and exams within the course. The k-means clustering was employed to classify students into groups, based on combination of students' overlay values, frequency of accessing course lessons and the final grades. Three distinct clusters (i.e., students' groups) were discovered and explained in the given context. The identified groups of students can be used for future adaptations of the online course design in order to improve the retention and their final grades. (As Provided).
AnmerkungenSpringer. Available from: Springer Nature. One New York Plaza, Suite 4600, New York, NY 10004. Tel: 800-777-4643; Tel: 212-460-1500; Fax: 212-460-1700; e-mail: customerservice@springernature.com; Web site: https://link.springer.com/
Erfasst vonERIC (Education Resources Information Center), Washington, DC
Update2024/1/01
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