ISACA Advanced in AI Audit AAIA Dumps in PDF

Free ISACA AAIA Real Questions (page: 46)

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.



Which of the following provides the BEST evidence that an organization's AI integration is aligned with its overall technology strategy?

  1. Key performance indicators (KPIs) have been defined for AI systems.
  2. The organization has developed and socialized AI use policies.
  3. Management promotes a culture of innovation.
  4. The IT department includes many individual contributors with AI expertise.

Answer(s): A

Explanation:

Defined KPIs for AI systems provide direct, measurable evidence that AI initiatives support and align with the organization's broader technology strategy by linking AI performance to strategic objectives.



An organization has deployed an AI-powered customer service chatbot trained using customer chat logs. When reviewing AI risk assessment documentation, which of the following should be the IS auditor's GREATEST concern?

  1. Limited AI model capability to incorporate and adapt to new data
  2. Obsolete procedures leading to inadequate data integrity validation
  3. Reputational impacts resulting from inaccurate chatbot responses
  4. Insufficient access controls leading to unauthorized customer data exposure

Answer(s): D

Explanation:

Insufficient access controls create the highest risk because they can lead to unauthorized exposure of customer chat logs, which contain sensitive personal data. This represents a major privacy, compliance, and security threat that outweighs performance or reputational concerns.



Which of the following is the GREATEST risk associated with deploying an AI system with ineffective anomaly detection?

  1. Inconsistent AI system configuration management
  2. Undetected data poisoning that impacts AI decision quality
  3. Delayed incident response to AI model drift
  4. Failure to comply with AI reporting standards

Answer(s): B

Explanation:

Ineffective anomaly detection can allow data poisoning to go unnoticed, corrupting training or operational data and directly degrading the quality and integrity of AI decisions. This poses the greatest governance and risk impact because it compromises the fundamental reliability of the AI system.



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