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| Topic | Details |
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| Topic 1 | - AI GOVERNANCE AND RISK: It encompasses understanding different AI models and their life cycles, guiding AI strategy, defining roles and policies, managing AI-related risks, overseeing data privacy and governance, and ensuring adherence to ethical practices, standards, and regulations.
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| Topic 2 | - Auditing Tools and Techniques: This section of the exam measures the skills of AI auditors and centers on auditing AI systems using appropriate tools and methods. It includes audit planning and design, sampling methodologies specific to AI, collecting audit evidence, using data analytics for quality assurance, and producing AI audit outputs and reports, including follow-up and quality control measures.
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| Topic 3 | - AI Operations: It covers managing AI-specific data needs—including collection, quality, security, and classification—applying development lifecycle methodologies with privacy and security by design, change and incident management, testing AI solutions, identifying AI-related threats and vulnerabilities, and supervising AI deployments.
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ISACA Advanced in AI Audit Sample Questions (Q71-Q76):
NEW QUESTION # 71
An organization's system development process has been enhanced with AI. Which of the following features presents the GREATEST risk?
- A. All codes are generated by AI without human oversight.
- B. The AI personalizes applications for the user.
- C. The AI allocates resources for new system development projects.
- D. Non-technical users are validating AI results.
Answer: A
Explanation:
Allowing AI to autonomously generate code without human review introduces significant risks, including security vulnerabilities, logic errors, and noncompliance with organizational development standards. The AAIATM Study Guide strongly advocates for human-in-the-loop oversight, particularly in automated development contexts.
"AI-assisted development must include manual code reviews to ensure functionality, compliance, and security. Autonomous code generation without validation increases the risk of introducing undetected flaws."
NEW QUESTION # 72
An IS auditor is assessing the implementation of AI tools for evidence collection involving multiple data sources. Which of the following outcomes BEST indicates that AI-driven evidence collection has improved the audit process?
- A. Elimination of human judgment in data and evidence analysis
- B. Extended reporting timelines that allow for AI model retraining
- C. Ability to rely on unstructured data with minimal cleansing
- D. Reduced time spent gathering data with fewer errors in evidence compilation
Answer: D
Explanation:
AI-driven evidence collection should enhance efficiency and accuracy. The BEST indicator of improvement is reduced time spent gathering data with fewer errors (B), showing that AI has streamlined data extraction, consolidation, and initial validation without compromising quality.
AAIA's content on AI in audit processes highlights benefits such as automation of repetitive tasks, improved coverage, and higher-quality evidence.
NEW QUESTION # 73
When auditing an AI system, which of the following steps ensures that AI model behavior is aligned with organizational objectives?
- A. Algorithm debugging
- B. Data transformation
- C. Model training
- D. Problem framing
Answer: D
NEW QUESTION # 74
Which of the following key performance indicators (KPIs) are MOST important when evaluating whether an AI model meets business objectives?
- A. AI model accuracy in predicting actual outcomes
- B. Frequency of AI model retraining
- C. Cost of resources required for AI model training
- D. Number of users interacting with the AI model
Answer: A
Explanation:
The primary goal of any AI system is to provide predictions or classifications that support business decisions. The AAIATM Study Guide highlights that model accuracy--especially when validated against actual outcomes--is the most reliable indicator of whether the AI supports organizational goals effectively.
"Accuracy, precision, and recall are foundational metrics that indicate whether a model is performing in line with its intended objectives. High user engagement or retraining frequency does not confirm effective decision support unless the outputs are correct." Cost and user numbers offer useful operational insights but do not reflect the alignment of AI performance with strategic goals. Thus, D is the most meaningful KPI in this context.
NEW QUESTION # 75
An IS auditor identified data quality issues as a result of insufficient availability of minority data to address diverse class representation. Which of the following is the BEST recommendation to resolve this issue?
- A. Augment the data through synthesizing.
- B. Relabel available data.
- C. Change the model selection.
3. Document the risk acceptance.
Answer: A
Explanation:
When a dataset lacks sufficient examples of a "minority class" (e.g., rare diseases or specific demographic groups), the model will likely develop a bias toward the majority class. The BEST technical recommendation is to "Augment the data through synthesizing" (using techniques like SMOTE or GANs). Synthetic data generation creates artificial but statistically realistic minority samples, allowing the model to learn the characteristics of those groups without requiring more real-world data, which may be impossible to obtain.
NEW QUESTION # 76
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