Keyword

educational data mining

Description: Educational data mining is a research field that applies computational and statistical methods to data generated in educational settings.

Primary topic: Online Learning and Analytics (72%)

Wikidata ID: wiki/Q5341279

OpenAlex ID: keywords/educational-data-mining

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) · 2,229

Educational data mining: A survey from 1995 to 2005

2006 · C. Romero, S. Ventura · Expert Systems with Applications · 1,483

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 · 1,262

Educational Data Mining and Learning Analytics

2014 · Ryan Shaun Baker, Paul Salvador Inventado · Springer eBooks · 1,160

Educational data mining and learning analytics: An updated survey

2020 · Cristobal Romero, Sebastian Ventura · Wiley Interdisciplinary Reviews Data Mining and Knowledge Discovery · 1,141

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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) · 1,080

Data mining in course management systems: Moodle case study and tutorial

2007 · Cristóbal Romero, Sebastián Ventura, et al. · Computers & Education · 1,059

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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Data mining in education

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

A Review on Predicting Student's Performance Using Data Mining Techniques

2015 · Amirah Mohamed Shahiri, Wahidah Husain, et al. · Procedia Computer Science · 841

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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 · 700

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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 · 674

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Educational data mining: A survey and a data mining-based analysis of recent works

2013 · Alejandro Peña-Ayala · Expert Systems with Applications · 661

Predicting academic success in higher education: literature review and best practices

2020 · Eyman Alyahyan, Dilek Düştegör · International Journal of Educational Technology in Higher Education · 619

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

Analyzing undergraduate students' performance using educational data mining

2017 · Raheela Asif, Agathe Merceron, et al. · Computers & Education · 587

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

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

Educational data mining and learning analytics for 21st century higher education: A review and synthesis

2019 · Hanan Aldowah, Hosam Al-Samarraie, et al. · Telematics and Informatics · 561

Using data mining to predict secondary school student performance

2008 · Paulo Cortez, Alice Maria Gonçalves Silva · Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT) · 552

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Perceiving Learning at a Glance: A Systematic Literature Review of Learning Dashboard Research

2016 · Beat A. Schwendimann, Maria Jesus Rodriguez-Triana, et al. · IEEE Transactions on Learning Technologies · 549

Mining Educational Data to Analyze Students Performance

2011 · Brijesh Kumar, Saurabh Pal · International Journal of Advanced Computer Science and Applications · 540

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Works count: 10,830

Citation count: 109,200