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ISACA Advanced in AI Audit Questions 201–205 (page: 42)

Updated On: 12-Sep-2026

Which of the following should an IS auditor consider to be the GREATEST risk if the AI model does not maintain logs of user interactions?

  1. Inability to investigate AI-related incidents
  2. Lack of AI performance metrics
  3. Potential unauthorized access to training data
  4. Incorrect risk assessment results

Answer(s): A

Explanation:

Without logs of user interactions, the organization lacks a reliable audit trail for reconstructing events, tracing misuse, identifying affected users or prompts, and determining the cause of AI-related incidents. This significantly weakens incident investigation and accountability.



Which of the following is MOST important to consider when first establishing data governance for AI systems?

  1. Defining data security and privacy policies
  2. Conducting data quality and integrity reviews
  3. Assigning responsibility for data governance to the IT department
  4. Automating data preparation throughout the AI life cycle

Answer(s): A

Explanation:

Establishing data security and privacy policies provides the foundational governance framework for how AI data should be collected, accessed, protected, retained, and used. These policies define the rules and control expectations that guide subsequent data quality, ownership, and lifecycle practices.



Which of the following is MOST critical in assessing whether an AI model complies with regulatory requirements related to data privacy and ethical use?

  1. Implementation of federated learning
  2. Senior management approval of model use cases
  3. Origin and licensing of data used to train the model
  4. Tracking and logging mechanisms

Answer(s): C

Explanation:

The origin and licensing of training data are critical for determining whether the organization has lawful rights to use the data and whether privacy, consent, intellectual property, and ethical-use requirements have been satisfied. This provides direct evidence of compliance with regulatory obligations governing how AI training data is obtained and used.



A transit agency is using ridership data to train its AI model to provide enhanced customer service.
Which of the following would be an IS auditor’s GREATEST concern?

  1. Increasing maintenance costs due to additional data storage needs
  2. Prioritizing transit coverage in high-income neighborhoods
  3. Longer wait times for passengers at certain bus stops
  4. Updating FAQ webpages based on customer chatbot questions

Answer(s): B

Explanation:

Prioritizing transit coverage in high-income neighborhoods indicates a potential fairness and discrimination issue in how the AI model influences public-service decisions. For a transit agency, biased allocation of services can create significant ethical, social, and governance concerns.



Which of the following is the GREATEST risk associated with an organization’s deployment of an agentic AI system to support operational tasks?

  1. Execution of unintended actions in production
  2. Inaccurate predictions due to outdated training data
  3. Significant computing resources resulting in increased costs
  4. Overreliance of employees on the AI agent

Answer(s): A

Explanation:

Agentic AI systems can autonomously plan and execute actions across connected systems. If controls, permissions, or guardrails are insufficient, the agent may take unintended actions directly in production, creating immediate operational, security, and business impact.



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