EDM

A Three-GenAI Consensus Model for Deductive Analysis of Response Data

Thu Jul 2, 11:10 AM–11:25 AM · North 209

Automated Assessment & Scoring Generative AI & Large Language Models Educational Data Mining Methods

★ Notable speakers

Amruth Kumar ★ — Intelligent tutoring systems for programming; program visualization; CS education tools (problets)

Renée McCauley ★ — CS education research; novice programmer cognition; CS curriculum development

Proposes a consensus model combining three generative AI systems for deductive analysis of open-ended response data, improving reliability over single-model scoring.

Authors

Amruth Kumar, Renée McCauley, Bonnie MacKellar, Tammy Vandegrift