CASLLuaPythonR Fair AI Tools Action Set SyntaxDetailsExamplesReferences Examples Subsections: 15.1 Assess Bias for a Nominal Target Variable 15.2 Assess Bias for an Interval Target Variable 15.3 Assess Bias Using DATA Step Scoring 15.4 Assess Bias Using DS2 Scoring 15.5 Assess Bias Using Prescored Data and Reference Level 15.6 Assess Bias with No Response Variable 15.7 Mitigate Demographic Parity for a Binary Target Variable with a Binary Sensitive Variable 15.8 Mitigate Equal Opportunity for a Binary Target Variable with a Binary Sensitive Variable 15.9 Mitigate Demographic Parity for a Binary Target Variable with a Nominal Sensitive Variable 15.10 Mitigate Demographic Parity for a Nominal Target Variable with a Nominal Sensitive Variable 15.11 Mitigating Bias of a Decision Tree 15.12 Mitigating Bias of a Decision Tree with Pruning 15.13 Mitigating Bias of a Forest Model 15.14 Mitigating Bias of a Gradient Boosting Tree Model 15.15 Mitigating Bias of a Neural Network Model 15.16 Mitigating Bias of a Support Vector Machine Last updated: July 02, 2026