Educational data mining and learning analytics: An updated survey
Sign Up to like & getrecommendations! Published in 2020 at "Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery"
DOI: 10.1002/widm.1355
Abstract: This survey is an updated and improved version of the previous one published in 2013 in this journal with the title “data mining in education”. It reviews in a comprehensible and very general way how… read more here.
Keywords: data mining; educational data; learning analytics; mining learning ... See more keywords
Distributional regression modeling via generalized additive models for location, scale, and shape: An overview through a data set from learning analytics
Sign Up to like & getrecommendations! Published in 2022 at "Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery"
DOI: 10.1002/widm.1479
Abstract: The advent of technological developments is allowing to gather large amounts of data in several research fields. Learning analytics (LA)/educational data mining has access to big observational unstructured data captured from educational settings and relies… read more here.
Keywords: additive models; generalized additive; scale shape; location scale ... See more keywords
Application of learning analytics using clustering data Mining for Students’ disposition analysis
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DOI: 10.1007/s10639-017-9645-7
Abstract: Learning Analytics (LA) is an emerging field in which sophisticated analytic tools are used to improve learning and education. It draws from, and is closely tied to, a series of other fields of study like… read more here.
Keywords: learning analytics; disposition analysis; data mining; clustering data ... See more keywords
Give Me a Customizable Dashboard: Personalized Learning Analytics Dashboards in Higher Education
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DOI: 10.1007/s10758-017-9316-1
Abstract: With the increased capability of learning analytics in higher education, more institutions are developing or implementing student dashboards. Despite the emergence of dashboards as an easy way to present data to students, students have had… read more here.
Keywords: student; learning analytics; give customizable; higher education ... See more keywords
Are We on Our Way to Becoming a “Helicopter University”? Academics’ Views on Learning Analytics
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DOI: 10.1007/s10758-017-9329-9
Abstract: Higher education institutions are developing the capacity for learning analytics. However, the technical development of learning analytics has far exceeded the consideration of ethical issues around learning analytics. We examined higher education academics’ knowledge, attitudes,… read more here.
Keywords: learning analytics; helicopter university; higher education; becoming helicopter ... See more keywords
Supporting Indicator Personalization and Platform Extensibility in Open Learning Analytics
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DOI: 10.1007/s10758-021-09543-0
Abstract: The demand for Open learning analytics (OLA) has grown in recent years due to the increasing interest in the usage of self-organized, networked, and lifelong learning environments. However, platforms that can deliver an effective and… read more here.
Keywords: learning analytics; open learning; platform extensibility; indicator personalization ... See more keywords
Learning Analytics Intervention Improves Students’ Engagement in Online Learning
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DOI: 10.1007/s10758-021-09547-w
Abstract: One of the main problems encountered in the online learning process is the low or absence of students’ engagement. They may face problems with behavioral engagement, cognitive engagement, emotional engagement in online learning environments. It… read more here.
Keywords: personalized metacognitive; students engagement; learning analytics; online learning ... See more keywords
Utilising learning analytics to support study success in higher education: a systematic review
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DOI: 10.1007/s11423-020-09788-z
Abstract: Study success includes the successful completion of a first degree in higher education to the largest extent, and the successful completion of individual learning tasks to the smallest extent. Factors affecting study success range from… read more here.
Keywords: study; systematic review; learning analytics; study success ... See more keywords
Putting learning back into learning analytics: actions for policy makers, researchers, and practitioners
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DOI: 10.1007/s11423-020-09909-8
Abstract: This paper is based on (a) a literature review focussing on the impact of learning analytics on supporting learning and teaching, (b) a Delphi study involving international expert discussion on current opportunities and challenges of… read more here.
Keywords: research; learning back; back learning; learning analytics ... See more keywords
Profiling students via clustering in a flipped clinical skills course using learning analytics.
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DOI: 10.1080/0142159x.2022.2152663
Abstract: Flipped classrooms have become popular as a student-centered approach in medical education because they allow students to improve higher-order thinking skills and problem-solving applications during in-class activities. However, students are expected to study videos and… read more here.
Keywords: class; clustering flipped; profiling students; via clustering ... See more keywords
Empowering learners with personalised learning approaches? Agency, equity and transparency in the context of learning analytics
Sign Up to like & getrecommendations! Published in 2019 at "Assessment & Evaluation in Higher Education"
DOI: 10.1080/02602938.2019.1676396
Abstract: Abstract The emergence of personalised data technologies such as learning analytics is framed as a solution to manage the needs of higher education student populations that are growing ever more diverse and larger in size.… read more here.
Keywords: equity transparency; student; learning analytics; agency equity ... See more keywords