Everything about Learning analytics
Branch of analytics
Learning analytics is the measurement, collection, analysis and reporting of data about learners and their contexts, for purposes of understanding and optimizing learning and the environments in which it occurs. The growth of online learning since the 1990s, particularly in higher education, has contributed to the advancement of Learning Analytics as student data can be captured and made available for analysis. When learners use an LMS, social media, or similar online tools, their clicks, navigation patterns, time on task, social networks, information flow, and concept development through discussions can be tracked. The rapid development of massive open online courses (MOOCs) offers additional data for researchers to evaluate teaching and learning in online environments. Wikipedia →
🧭 Start here: a 6-step reading path
- Read the overview: Learning analyticsA 5-minute orientation
- Skim a recent paper: Learning analytics dashboards are increasingly becoming about learning and not just analytics - A systematic reviewInfluential work since 2022
- Pick up a classic book: CalculusThe most-reprinted book on the subject
- Read the landmark paper: Learning AnalyticsCited 1,096 times
- Go sideways: Educational data miningA closely related topic
- Go sideways: Kenneth KoedingerA closely related topic
📖 Definitions
No dictionary entry for this exact phrase.
🏆 Landmark papers (most cited)
Learning Analytics
Learning Analytics
Learning Analytics Dashboard Applications
Learning Analytics for Learning Design: A Systematic Literature Review of Analytics-Driven Design to Enhance Learning
Human-Centred Learning Analytics
Multimodal learning analytics for game‐based learning
Learning analytics in higher education: a preponderance of analytics but very little learning?
Demystifying Learning Analytics in Personalised Learning
🆕 Influential since 2022
📚 Books worth reading
CalculusHoward Anton, Howard A. Anton · 1980
Mathematics for Machine LearningMarc Peter Deisenroth, A. Aldo Faisal · 2019
Qualitative Spatial Abstraction In Reinforcement LearningLutz Frommberger · 2010
Active LearningPatricia Ann Mabrouk · 2007
Meaningful MetricsRobin Chin Roemer, Rachel Borchardt · 2015
The Suggestibility of children's recollectionsJohn Doris · 1991
Machine Learning, Revised and Updated EditionEthem Alpaydin · 2021- 📕Computing in Civil Engineering 2019Georgia) ASCE International Conference on Computing in Civil Engineering (2019 Atlanta · 2019
Ranked by number of editions on Open Library, a rough measure of how lasting a book is.
🔗 Related topics
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- Kenneth Koedinger Kenneth R. Koedinger (born 1962) is an American cognitive scientist and computer scientist who is the Hillman University Professor of Computer Science…
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- Vincent Aleven Vincent Aleven is a professor of human-computer interaction and director of the undergraduate program at Carnegie Mellon University's Human–Computer Interaction…
- Learning management system A Learning Management System (LMS) is a software application for the administration, documentation, tracking, reporting, automation, and delivery of educational…