AAIA: Advanced in AI Audit

A material demographic disparity in loan denials indicates potential harmful bias or discrimination. A comprehensive bias analysis is needed to validate the disparity, identify its causes across data and model behavior, assess its impact, and determine appropriate controls or remediation. NIST’s AI Risk Management Framework treats fairness as requiring harmful bias to be managed and recognizes that bias extends beyond data representativeness alone.