How Contextualized AI Analytics Can Strengthen Design Education

This article examines how contextualizing AI-based multiscale design analytics—through indexical linking and visual annotations—enhances instructors’ ability to interpret student work, deliver meaningful feedback, and navigate complex design structures. It highlights the benefits, limitations, and future implications of making analytics more transparent and situated within real design practices.