ISACA Advanced in AI Risk : AAIR Exam

Exam Code: AAIR
Exam Name: ISACA Advanced in AI Risk
Updated: Sep 26, 2026
Q & A: 182 Questions and Answers

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ISACA AAIR Exam Syllabus Topics:

Section	Objectives
Topic 1: AI Lifecycle Controls	- Controls across AI development lifecycle 1. Data quality and preparation controls 2. Model validation and testing
Topic 2: Regulatory and Compliance Requirements	- Global AI regulatory landscape 1. Data protection and privacy regulations 2. Industry standards for AI risk management
Topic 3: AI Governance and Strategy	- AI governance frameworks and organizational oversight 1. Roles and responsibilities in AI governance 2. Policy development for AI systems
Topic 4: AI Risk Management	- Risk identification and assessment for AI systems 1. Model risk identification 2. Operational risk in AI deployment
Topic 5: Ethics, Privacy, and Responsible AI	- Ethical AI principles and compliance 1. Transparency and explainability 2. Bias and fairness mitigation

ISACA Advanced in AI Risk Sample Questions:

Question #1

Which of the following is the PRIMARY risk associated with the use of unsupervised learning methods to train AI models?

A. Inability to balance classes via oversampling
B. Poor performance on complex datasets
C. Limited generalization to new and unseen data
D. Lack of labeling and explainability

Reveal Solution Discussion 0

Correct Answer: D 🗳️