Keyword

learning analytics

Description: The collection and analysis of data about learners and their contexts to understand and improve learning and educational environments.

Primary topic: Online Learning and Analytics (54%)

Wikidata ID: wiki/Q2845208

OpenAlex ID: keywords/learning-analytics

Educational Data Mining: A Review of the State of the Art

2010 · Cristóbal Romero, Sebastián Ventura · IEEE Transactions on Systems Man and Cybernetics Part C (Applications and Reviews) · 2,230

Penetrating the Fog: Analytics in Learning and Education.

2011 · George Siemens, Phil Long · Adelaide Research & Scholarship (AR&S) (University of Adelaide) · 1,758

Learning analytics: drivers, developments and challenges

2012 · Rebecca Ferguson · International Journal of Technology Enhanced Learning · 1,363

Learning Analytics

2013 · George Siemens · American Behavioral Scientist · 1,263

Educational Data Mining and Learning Analytics

2014 · Ryan Shaun Baker, Paul Salvador Inventado · Springer eBooks · 1,161

Educational data mining and learning analytics: An updated survey

2020 · Cristobal Romero, Sebastian Ventura · Wiley Interdisciplinary Reviews Data Mining and Knowledge Discovery · 1,142

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Learning analytics and educational data mining

2012 · George Siemens, Ryan S. J. d. Baker · International Conference on Learning Analytics and Knowledge (LAK) · 1,082

Learning Analytics

2013 · Sharon Slade, Paul Prinsloo · American Behavioral Scientist · 1,067

Let’s not forget: Learning analytics are about learning

2014 · Dragan Gašević, Shane Dawson, et al. · TechTrends · 1,041

Application and theory gaps during the rise of Artificial Intelligence in Education

2020 · Xieling Chen, Haoran Xie, et al. · Computers and Education Artificial Intelligence · 995

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Course signals at Purdue

2012 · Kimberly E. Arnold, Matthew D. Pistilli · International Conference on Learning Analytics and Knowledge (LAK) · 982

Dynamic Key-Value Memory Networks for Knowledge Tracing

2017 · Jiani Zhang, Xingjian Shi, et al. · International World Wide Web Conference (WWW) · 904

Data mining in education

2012 · Cristobal Romero, Sebastian Ventura · Wiley Interdisciplinary Reviews Data Mining and Knowledge Discovery · 866

Big Data in Education: The digital future of learning, policy and practice

2017 · Ben Williamson · SAGE Publications Ltd eBooks · 864

Artificial intelligence in online higher education: A systematic review of empirical research from 2011 to 2020

2022 · Fan Ouyang, Luyi Zheng, et al. · Education and Information Technologies · 825

The current landscape of learning analytics in higher education

2018 · Olga Viberg, Mathias Hatakka, et al. · Computers in Human Behavior · 761

Translating Learning into Numbers: A Generic Framework for Learning Analytics

2012 · Wolfgang Greller, Hendrik Drachsler · DSpace (Open University in the Netherlands) · 754

A reference model for learning analytics

2012 · Mohamed Amine Chatti, Anna Lea Dyckhoff, et al. · International Journal of Technology Enhanced Learning · 702

Educational data mining: prediction of students' academic performance using machine learning algorithms

2022 · Mustafa Yağcı · Smart Learning Environments · 701

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Learning analytics should not promote one size fits all: The effects of instructional conditions in predicting academic success

2015 · Dragan Gašević, Dragan Gašević, et al. · The Internet and Higher Education · 684

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Utilising learning analytics to support study success in higher education: a systematic review

2020 · Dirk Ifenthaler, Jane Yin-Kim Yau · Educational Technology Research and Development · 677

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Learning Analytics Dashboard Applications

2013 · Katrien Verbert, Erik Duval, et al. · American Behavioral Scientist · 638

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Supporting Self-Regulated Learning in Online Learning Environments and MOOCs: A Systematic Review

2018 · Jacqueline Wong, Martine Baars, et al. · International Journal of Human-Computer Interaction · 631

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Learning Analytics and Educational Data Mining in Practice: A Systematic Literature Review of Empirical Evidence.

2014 · Zacharoula Papamitsiou, Anastasios A. Economides · Educational Technology & Society · 598

Enhancing Teaching and Learning Through Educational Data Mining and Learning Analytics: An Issue Brief

2012 · Marie Bienkowski, Mingyu Feng, et al. · 586

Works count: 24,800

Citation count: 217,400