Rubric

  1. Music Teacher Candidate Assessment showed strong validity and reliability
    Discover the Music Teacher Candidate Assessment (MTCA), a validated rubric-based evaluation instrument for assessing student teachers in music education with strong psychometric properties.
  2. Smarter Together: Enhancing Human-AI Collaborative Grading With Teacher-Cognition Multi-Agent LLM Framework
    TC-MAG framework uses multi-agent AI to improve automated grading of open-ended student responses with explainable partial credit assessment and teacher oversight capabilities.