Ethical Design
Bias Explorer
Swap training distributions and watch fairness and accuracy metrics move.
Bias Explorer
Swap training distributions. Overall accuracy can look fine while one group is left behind.
Equal examples from Group A and Group B; careful labels.
Overall accuracy
87%
Group A accuracy
88%
Group B accuracy
86%
Fairness gap: 2 points. A serious team reports disaggregated metrics — not averages alone.