Stephen E. Fancsali
Author directory2026
Reliability Estimation Methods for Bayesian Knowledge Tracing Mastery Classifications
Samuel D. Ihlenfeldt | Stephen E. Fancsali
Proceedings of the Artificial Intelligence in Measurement and Education Conference (AIME-Con): Full Papers
Samuel D. Ihlenfeldt | Stephen E. Fancsali
Proceedings of the Artificial Intelligence in Measurement and Education Conference (AIME-Con): Full Papers
We evaluate the psychometric reliability of Bayesian Knowledge Tracing for skill mastery classification. Using large-scale intelligent tutoring system data, we compare two simulation-based approaches for estimating classification consistency as reliability. Results support both approaches, show reliability increases with response-sequence length, and highlight the necessity of adjusting for chance agreement.