The Missing Evaluation Axis: What 10,000 Student Submissions Reveal About AI Tutor Effectiveness

Rose Niousha, Samantha Boatright Smith, Bita Akram +5

Current Artificial Intelligence (AI)-based tutoring systems (AI tutors) are primarily evaluated based on the pedagogical quality of their feedback messages. While important, pedago…