S AlMahmeed, A. 2026. The Role of Machine Learning in Education: Personalisation, Pedagogy, Equity, Ethics, and the Future of Teaching and Learning. An Extended Systematic Review and Policy Analysis (2020-2026). Trends in Computer Science and Information Technology. 11, 1 (Jul. 2026), 85–96. DOI:https://doi.org/10.17352/tcsit.000114.