FDK Education Fairness Audit
Education Domain Equity Audit
Upload Education Dataset (CSV) for Educational Equity Analysis
26 Education Fairness Metrics
Admission Decisions • Student Groups • Placement Assessments • Educational Equity
Upload your education dataset to analyze fairness across student demographics, detect algorithmic bias in admission processes, and ensure equitable educational opportunities. Our comprehensive audit identifies disparities in access, outcomes, and resource allocation.
Upload Education Dataset
Select a CSV file containing education data for comprehensive equity analysis
Fairness Test Type
Pre-Implementation: Test original algorithm fairness. Post-Implementation: Test bias-corrected algorithm fairness.
FDK Intelligent Selection System: AI-powered column detection enabled
Admission Equity Analysis
Detect bias in admission decisions, scholarship allocations, and program placements across diverse student populations.
Educational Compliance
26 specialized fairness metrics aligned with educational equity standards, civil rights, and equal opportunity guidelines.
Learning Equity Analytics
Comprehensive assessment with visual analytics, achievement gap reports, and recommendations for equitable education.
Educational Disclaimer
This tool provides fairness assessment and analytical insights for educational data analysis and research purposes only. It supports institutional equity efforts but does not replace professional educational consultation or legal compliance review.
26 Education Fairness Metrics
Admission, scholarship, and placement disparities measured across student demographics, aligned with educational equity and civil-rights standards.
Intelligent Column Detection
FDK automatically identifies the appropriate target column from your dataset based on the selected test type, and lets you review or adjust the selection before running the audit.
Educational Compliance Aligned
Metrics mapped to educational equity standards and equal-opportunity guidelines — supporting evidence-based institutional review.

This tool provides fairness assessment for research and analytical purposes only and does not constitute legal or educational compliance advice. AI Fairness CIO · Charity Commission for England and Wales · Registered Charity No. 1218464.

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