Can Math Modeling Transform Language Assessment into Personalized Learning?
This article explores how applying mathematical modeling and fuzzy evaluation to Chinese language proficiency tests like PEYEL can create personalized learning pathways, improve feedback loops, and bridge the gap between assessment results and actionable teaching strategies.