FDK Justice Fairness Audit
Justice Domain Fairness Audit
Upload Justice Dataset (CSV) for Legal Equity Analysis
36 Justice Fairness Metrics
Legal Decisions • Defendant Groups • Sentencing Predictions • Judicial Equity
Upload your justice dataset to analyze fairness across defendant demographics, detect algorithmic bias in legal predictions, and ensure equitable judicial outcomes. Our comprehensive audit identifies disparities in sentencing, bail decisions, and legal resource allocation.
Upload Justice Dataset
Select a CSV file containing justice data for comprehensive equity analysis
Fairness Test Type
Pre-Implementation: Test original legal algorithm fairness. Post-Implementation: Test bias-corrected legal algorithm fairness.
Legal Bias Detection
Advanced algorithms identify disparities in sentencing, bail decisions, and legal outcomes across demographic groups.
Judicial Compliance
36 specialized fairness metrics aligned with legal standards, civil rights, and equal protection under the law.
Justice Equity Analytics
Comprehensive assessment with visual analytics, disparity reports, and recommendations for equitable legal systems.
Legal Disclaimer
This tool provides fairness assessment and analytical insights for justice data analysis and research purposes only. It supports judicial equity efforts but does not replace professional legal consultation or constitute legal advice.
36 Justice Fairness Metrics
Sentencing, bail, and legal-outcome disparities measured across defendant demographics, aligned with legal 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 on the next page before running the audit.
Legal Compliance Aligned
Metrics mapped to legal standards, equal-protection principles, and civil-rights frameworks — supporting evidence-based judicial equity review.

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

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