TeacherGradeAudit: Assignment Fairness Analyzer
AI tool that analyzes teacher grade distributions across assignments to flag potential grading bias, inconsistency, and outlier patterns for middle & high school teachers.
The Problem
Teachers grade subjectively and often unconsciously favor certain students or grade similar work differently across assignments. Most teachers have no way to audit their own grading patterns, leading to fairness issues that go unnoticed until parent complaints surface. Spreadsheets don't surface grade distribution anomalies automatically.
Target Audience
Middle and high school teachers (especially those teaching essay-heavy, project-based courses where subjectivity is highest) and department heads conducting equity audits.
Why Now?
K-12 schools are under increasing pressure to demonstrate equity in grading; teacher unions increasingly prioritize professional development around unconscious bias; LLMs can now summarize assignment rubrics and spot inconsistencies automatically.
What's Missing
Existing gradebook tools assume teachers want transparency—they don't surface hidden patterns or tell teachers *when* their grading is unfair. Teachers need actionable alerts, not just dashboards.
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