Empirical Data Explorer

Interactive Fairness Dashboard

Filter datasets and fairness thresholds to explore how our models perform across demographic groups.

Total Observations
14,284
+12% from previous batch
Avg Fairness Score
0.78/1.0
Below target threshold (0.80)
Model Disparity
14.2%
Reduction of 2.4% vs baseline

Recidivism Predictions by Race

False Positive Rate Comparison (FPR)

African-American 44.8%
Caucasian 23.4%
Hispanic 19.1%

Accuracy vs. Fairness

Pareto Frontier Analysis

LOG SCALE
Accuracy
Fairness Score

Empirical Dataset Sample

Subject ID Demographics Risk Score Actual Recidivism Fairness Flag Model Conf.
#73812 Male, 24, African-American HIGH No Recidivism 0.88
#73815 Female, 41, Caucasian LOW No Recidivism 0.94
#73819 Male, 33, Hispanic MEDIUM Recidivism 0.71