Bias and risk assessment of a fraud detection system, with evaluation of false positive rates across demographic groups.

Bias analysis of a classification model used for credit scoring, with assessment of geographic and size-based discrimination and mitigation recommendations.

Fairness audit of an HR model predicting employee resignation, with analysis of protected attributes and impact on hiring decisions.

Analysis of correctness, fairness, and coherence in generative AI systems used for customer interaction.