3D Algorithmic Bias & Fairness Metrics (engine)

Demographic-parity, equalized-odds, calibration and bias-score math from the 2D version, in real 3D space.

Bias Level25%

Fairness Score70%

Demographic Parity75%

Equalized Odds80%

Calibration85%

Accuracy88%

Group A bias ring

Group B bias ring

Group C bias ring

Fairness hub / indicators

Demographic Parity75%

Equalized Odds80%

Calibration85%

Performance88%

Fairness Score70%

Bias Level25%

Bias Score |A-B|—

Indicators7

Drag to orbit · scroll to zoom · same fairness-metric math as the 2D bias simulator