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

This dataset contains the structured data used in the systematic review titled "Machine Learning and Generative AI in Learning Analytics for Higher Education: A Systematic Review of Models, Trends, and Challenges". The dataset includes metadata extracted from 101 studies published between 2018 and 2025, covering variables such as year, country, educational context, AI models, application types, techniques, and methodological categories. It was used for descriptive, thematic, and cluster-based analyses reported in the article. The dataset is shared to support transparency, reproducibility, and further research in the field of Learning Analytics and Artificial Intelligence.