Fairness & Bias
Group fairness metrics and protected-attribute analysis.
Demographic Parity
0.91
target ≥ 0.85
Equal Opportunity
0.87
target ≥ 0.85
Equalized Odds
0.83
target ≥ 0.85
Fairness Index
0.88
target ≥ 0.85
Bias Heatmap — Protected Attributes
Gender
Female
Pass
Male
Pass
Non-binary
Warning
Age Group
18-25
Warning
26-45
Pass
46-65
Pass
65+
Failed
Ethnicity
Group A
Pass
Group B
Warning
Group C
Failed
Group D
Pass
Region
NA
Pass
EU
Pass
APAC
Warning
LATAM
Pass