ISACA AAIA PDF Questions - Great Exam Study Tips

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ISACA AAIA Exam Syllabus Topics:

TopicDetails
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.
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.
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 (Q201-Q206):

NEW QUESTION # 201
When an auditor is using AI to test controls, what would be the HIGHEST risk to the audit ' s integrity?

Answer: B

Explanation:
The ISACA AAIA™ framework highlights that the use of AI in auditing does not relieve the auditor of their responsibility for professional judgment. The highest risk is " Over-reliance " or " Automation Bias, " where the auditor accepts AI-generated conclusions without independent validation. If the AI makes a false conclusion due to a hallucination or biased logic, and the auditor fails to " check under the hood, " the entire audit report becomes unreliable. While data completeness (Option C) and formatting (Option B) are important, the human-in-the-loop validation of AI outputs is the primary safeguard ensuring audit quality and accountability.


NEW QUESTION # 202
Which of the following should be done FIRST when an attacker exfiltrates sensitive information from an AI model?

Answer: B

Explanation:
According to the AAIA™ Study Guide, the first action in response to a confirmed or suspected data exfiltration attack should be containment. Isolating impacted systems helps prevent further exploitation while allowing for a secure investigation of the breach source.
"The initial response to any AI-related data breach must prioritize containment of the threat. Immediate isolation of affected systems helps mitigate further damage and supports a controlled forensic analysis." While regulatory notification (D) and architectural remediation (C) are important, they follow containment.
Query limitations (A) reduce future risk but do not address the current attack. Thus, B is the critical first step.
Reference: ISACA Advanced in AI Audit™ (AAIA™) Study Guide, Section: "Ethical and Legal Considerations in AI," Subsection: "AI Security Incident Response and Containment"


NEW QUESTION # 203
Which of the following initially provides assurance that the developer correctly interprets and identifies numerical data for balancing prior to inserting into the model?

Answer: A

Explanation:
Adata dictionary(A) is the authoritative source for understanding:
* Data types and numeric formats
* Valid ranges and interpretations
* Field definitions and business meaning
* Normalization and scaling expectations
Before balancing or preprocessing data, developers must verify that they understand each feature correctly.
The AAIA framework emphasizes thatmisinterpretation of numeric variablesoften leads to:
* Incorrect normalization
* Faulty scaling
* Skewed class balancing
* Inaccurate model training
Statistical summaries (C) help identify distributions but cannot validate semantic meaning. Confusion matrices (D) are used after training. Libraries (B) are tools, not sources of interpretation.
References:
AAIA Domain 2: Data Management - Data Dictionaries, Metadata, Data Understanding


NEW QUESTION # 204
An organization is adopting AI for its procurement and inventory teams, raising concern from stakeholders that they will lose their jobs due to AI. Which of the following is the BEST way for the IS auditor to assess whether the potential negative impacts were minimized?

Answer: B


NEW QUESTION # 205
An organization seeks to sustain effective AI governance and risk management amid rapidly evolving AI technologies. Which of the following represents the MOST effective course of action?

Answer: D

Explanation:
Sustaining effective AI governance and risk management requires continuous, organization-wide awareness
, not just one-off or role-limited training. Option D embeds AI topics (governance, risk, ethics, privacy, and security) into the existing security awareness program , which is already a recurring and mandatory mechanism across the enterprise. This supports ongoing adaptation to rapidly evolving AI technologies, aligns with ISACA's emphasis on integrating AI risk considerations into existing governance and risk frameworks, and ensures that staff at all levels understand their responsibilities.
Options A and C are too narrow in scope, as they target only technical staff or senior management; they help but do not create pervasive, sustainable governance. Option B can supplement internal training, but outsourcing alone does not ensure continuity or alignment with internal policies.
References:
ISACA, AAIA Exam Content Outline - Domain 1: AI Governance and Risk (AI governance, AI training and awareness, program metrics).
ISACA, Advanced in AI Audit Exam Candidate Guide - sections on governance, risk, and professional responsibilities.


NEW QUESTION # 206
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