Project Details

Loan Approval Model v2.3

Classification
78% Fair

Analyzing loan approval fairness for credit applications

Dataset

loan_data_2024.csv

Rows

12,500

Columns

24

Violations

2

Fairness Violations

Disparate Impactfor female, black
Equal Opportunityfor age_60+

Fairness Metrics

demographic parity85%
equal opportunity72%
disparate impact68%
equalized odds79%

Bias Heatmap

gender
92%
78%
85%
age
65%
88%
91%
72%
race
94%
71%
83%
76%
region
89%
85%
68%

AI Insights

Gemini