Baiti, S.N., Nurhasanah, F. and Triyanto, T. 2026. From misconceptions to machine models: A decade review of conceptual and technological advances in probability and combinatorics learning. International Journal on Education Insight. 7, 2 (Aug. 2026), 299–308. DOI:https://doi.org/10.12928/ijei.v7i2.15483.