Learning Objectives:
- Explain the purpose, structure, and prerequisites of the ISACA AAIR certification, including its three domains, exam logistics, and how it fits alongside AAIA and AAISM in ISACA’s AI credential family.
- Differentiate between traditional IT risk thinking and AI-specific risk considerations across the AI lifecycle — including model risk, training data, drift, human oversight, and accountability — to identify which AAIR domain a given exam scenario is testing.
- Apply six exam-day strategies — lifecycle thinking, domain identification, governance defaults, holistic answers, key-word recognition, and human oversight — to reason through scenario-based AAIR questions and select the most appropriate answer.