Matteen Safi

Assessing Knowledge Rather Than Correct Answers: A Cognitive Structure Analytics Framework for Personalized Learning

Most educational assessment systems summarize learning as the proportion of questions answered correctly. Although useful for measuring performance, correct-answer scores often provide limited diagnostic information about why a student succeeded or failed and what should be taught next. This paper presents a knowledge-...