ISACA AAIA Exam Prep
ISACA Advanced in AI Audit (Page 18 )

Updated On: 10-Sep-2026

An IS auditor is evaluating an organization’s data governance controls for its AI system.
Which of the following represents the GREATEST risk in this context?

  1. Inconsistent data management practices
  2. Lack of procedures for automated data backup
  3. Limited frequency of AI system performance and data accuracy reviews
  4. Inadequate controls over data accuracy and privacy compliance

Answer(s): D

Explanation:

Weak controls over data accuracy and privacy compliance pose the greatest risk because AI systems rely heavily on high-quality, compliant data. Failures in these areas directly threaten model integrity, regulatory adherence, and overall governance of the AI system.



Which of the following is the GREATEST risk of using AI to generate audit reports?

  1. The AI system uses inconsistent formatting across audit reports.
  2. The AI system misrepresents control effectiveness.
  3. The AI system cannot integrate with management dashboard tools.
  4. The AI system is not able to include historical audit findings.

Answer(s): B

Explanation:

The greatest risk is that AI may misrepresent control effectiveness, leading to inaccurate or misleading audit conclusions. This directly affects audit reliability, governance, and stakeholder trust.



Which of the following should be an IS auditor’s GREATEST concern if class imbalance is identified in training data for an AI model?

  1. Data drift
  2. Data quality
  3. Model bias
  4. Model overfitting

Answer(s): C

Explanation:

Class imbalance in training data increases the likelihood that the model will learn biased patterns, favoring the majority class and producing unfair or inaccurate outcomes, making model bias the greatest concern.



A healthcare AI tool used by a hospital recommends treatments based on patient data. The tool sometimes suggests treatments that have high success rates but significant risk. The hospital's risk management approach prioritizes patient safety over innovative solutions.
Which of the following is the hospital's BEST course of action?

  1. Adjust the AI’s parameters to align with the hospital’s risk tolerance.
  2. Discontinue using the AI tool and rely solely on doctor expertise.
  3. Obtain patients' consent for the use of their data by the AI tool.
  4. Use the AI tool only for low-risk situations.

Answer(s): A

Explanation:

Adjusting the AI’s parameters to reflect the hospital’s risk tolerance ensures the model's recommendations align with the organization’s patient-safety-first governance stance. This directly embeds the hospital’s risk appetite into model behavior without discarding the tool’s benefits.



An AI audit reveals that a loan approval model has a significantly higher rejection rate for applicants from a specific demographic group.
Which of the following should be management's PRIMARY response?

  1. Accept the audit findings as within risk tolerance.
  2. Determine if audit sampling is sufficient.
  3. Conduct comprehensive bias analysis.
  4. Synthesize more data of the affected demographic group.

Answer(s): C

Explanation:

A comprehensive bias analysis is required to determine whether the model is producing discriminatory outcomes, understand the root causes, and guide corrective actions to ensure fair and compliant model behavior.



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