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ISACA Advanced in AI Audit Questions 191–195 (page: 40)

Updated On: 12-Sep-2026

Which risk associated with AI systems is MOST important for an IS auditor to consider?

  1. Data privacy breaches
  2. Environmental, social, and governance (ESG) requirements
  3. Recovery time objective (RTO) feasibility
  4. Reduced computational speed

Answer(s): A

Explanation:

Data privacy breaches are a major AI-specific risk because AI systems often process large volumes of sensitive or personal information throughout training, operation, and inference. Unauthorized exposure or misuse of this data can create significant regulatory, legal, reputational, and financial consequences.



Which of the following is the GREATEST risk associated with poor authorization controls for retraining or fine-tuning of AI models?

  1. Introduction of biased and unrepresentative training data
  2. Lack of approval trails for AI model updates
  3. Compromised model integrity and security
  4. Increased susceptibility to insider threats

Answer(s): C

Explanation:

Poor authorization controls can allow unauthorized or inappropriate retraining and fine-tuning changes that alter model behavior, parameters, or data inputs. This directly threatens the integrity and security of the AI model and can undermine the reliability of its outputs.



The BEST way to prevent accidental data leakage by employees into public AI systems is through:

  1. vendor agreements.
  2. model fine tuning.
  3. software-defined perimeters.
  4. an employee acceptable use policy.

Answer(s): D

Explanation:

An acceptable use policy establishes clear rules for how employees may use public AI systems, including restrictions on entering confidential, sensitive, or proprietary information. This directly addresses accidental disclosure risk by defining permitted behavior and employee responsibilities.



An audit department is considering upgrading their on-premise audit software to an AI-enabled cloud version hosted by the vendor.
Which of the following poses the GREATEST risk in this situation?

  1. Audit staff have not received annual training.
  2. The return on investment (ROI) is uncertain.
  3. The physical locations of the cloud servers are unknown.
  4. Delayed migration of data flow to cloud.

Answer(s): C

Explanation:

Unknown cloud server locations create significant data residency, privacy, legal, and regulatory risks because audit data may be stored or processed in jurisdictions with different protection requirements. Knowing where the vendor hosts the data is essential for evaluating compliance obligations and third-party risk.



A company uses an AI solution to screen job applicants.
Which of the following is the BEST way for the organization to support the AI solution?

  1. Review the AI model algorithms used for the decision-making process.
  2. Provide a technical log of the specific weights and calculations in the decision.
  3. Ensure the system is transparent enough for users to understand the main drivers of a decision.
  4. Allow the user to evaluate its logic at each layer of the model.

Answer(s): C

Explanation:

Providing sufficient transparency about the main factors driving an AI-assisted hiring decision supports explainability, accountability, and stakeholder trust. Users do not need full technical access to every model parameter, but they should be able to understand the key reasons behind the decision.



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