GradeNorm AI

Normalize grade distributions across sections and calibrate grading consistency

EducationFreemium

GradeNorm AI analyzes grade distributions across multiple sections of the same course to detect grading inconsistency between instructors, identifying sections where grades are systematically higher or lower than peers after controlling for student preparation level. The tool facilitates grading norming sessions by presenting sample work for calibration exercises and tracking interrater agreement scores. It recommends statistical adjustments that preserve within-section rank ordering while aligning distributions across sections. Multi-section course coordinators use it to ensure students receive equivalent grading regardless of section assignment.

Key Features

• ✓Cross-section comparison
• ✓Preparation-level controls
• ✓Norming session facilitation
• ✓Interrater agreement tracking
• ✓Statistical adjustment recommendations