Machine Learning and Generative AI in Learning Analytics for Higher Education: A Systematic Review of Models, Trends, and Challenges.

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Title: Machine Learning and Generative AI in Learning Analytics for Higher Education: A Systematic Review of Models, Trends, and Challenges.
Authors: Rodríguez-Ortiz, Miguel Ángel1,2, Santana-Mancilla, Pedro C.2, Anido-Rifón, Luis E.1, lanido@det.uvigo.es
Source: Applied Sciences (2076-3417); Aug2025, Vol. 15 Issue 15, p8679, 26p
Database: Applied Science & Technology Source
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PubType: Academic Journal
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        Value: 10.3390/app15158679
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      – Code: eng
        Text: English
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      – TitleFull: Machine Learning and Generative AI in Learning Analytics for Higher Education: A Systematic Review of Models, Trends, and Challenges.
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              Text: Aug2025
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