SageMaker Clarify Bias Metrics | Acronym | Name | Description | | -------- | -------- | -------- | CI |Class Imbalance |Measures imbalance between positive and negative labels. DPL |Difference in Positive Proportions in Labels |Difference in positive label rates between groups. DPPL |Difference in Positive Proportions in Predictions for Labels |Difference in predicted positive rates among true positives between groups. DPR |Difference in Positive Rates |Difference in predicted positive rates between groups (not conditioned on label). DAR |Difference in Acceptance Rates |Difference in prediction = 1 rates between groups. DRR |Difference in Rejection Rates |Difference in prediction = 0 rates between groups. DCA |Difference in Conditional Acceptance |Difference in predicted positive rate given label = 1. DCR |Difference in Conditional Rejection |Difference in predicted negative rate given label = 0. DI |Disparate Impact |Ratio of predicted positive rates between groups. RDCA |Ratio in Conditional Acceptance |Ratio version of DCA. RDCR |Ratio in Conditional Rejection |Ratio version of DCR. KL |Kullback-Leibler Divergence |Measures distributional divergence of predictions across groups. JS |Jensen-Shannon Divergence |Symmetric, bounded alternative to KL divergence. TVD |Total Variation Distance |Measures maximum difference in predicted distributions between groups. KS |Kolmogorov-Smirnov Distance |Measures max difference between cumulative distributions of predictions. Chi-squared |Chi-squared Test Statistic |Measures statistical difference in distributions (used for categorical outcomes).