Lab
Bias Detector Lab
AI Fairness & Ethics
Sample Datasets
Loan Approvals
Gender bias in bank decisions
Job Hiring
College tier & gender bias
Exam Scores
Urban vs rural performance
Medical Diagnosis AI
Skin tone accuracy gap
Upload CSV
Upload your own dataset
About
Disparate Impact Ratio
measures whether different groups receive equal outcomes.
A ratio below
0.8
indicates potential bias (80% Rule / EEOC standard).
CBSE Class 10 — AI Ethics Unit:
Bias in AI
⚖️
Bias Detector Lab
Select a sample dataset or upload your own CSV to analyse AI fairness across demographic groups.
Approval Rate by Group
Sample Distribution
Group-wise Breakdown
Recommendations & CBSE Concepts