Ye, N. 2025. MKG-Driven Student-Resource Matching & Adaptive Intervention System: A Framework for Reducing Conceptual Errors and Enhancing Engagement via Multimodal Learning Analytics. International Journal of Education and Social Development. 3, 3 (Jul. 2025), 23–31. DOI:https://doi.org/10.54097/sj8wja76.