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ISACA AAIA Exam Overview:
| Certification Vendor: | ISACA |
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| Exam Name: | ISACA Advanced in AI Audit |
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| Exam Number: | AAIA |
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| Related Certifications: | CIA FCCA ACCA CISA CPA |
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| Passing Score: | 65% |
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| Exam Duration: | 120 minutes |
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| Real Exam Qty: | 90 |
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| Available Languages: | English |
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| Exam Format: | Computer-Based, Multiple Choice, Remotely Proctored |
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| Sample Questions: | ISACA AAIA Sample Questions |
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| Exam Way: | Online remotely proctored computer-based exam |
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| Pre Condition: | Candidates must hold an active CISA certification or another qualified audit-related designation such as CIA, CPA, ACCA, FCCA, Canadian CPA, Australian CPA/FCPA, or Japanese CPA. |
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| Official Syllabus URL: | https://www.isaca.org/credentialing/aaia |
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| Topic | Details |
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| Topic 1 | - 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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| 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.
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| Topic 3 | - 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.
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ISACA Advanced in AI Audit Sample Questions (Q135-Q140):
NEW QUESTION # 135
An IS auditor is looking to expedite reporting for an audit with complex issues. Which of the following would be the MOST effective way for the auditor to use generative AI?
- A. Revising audit conclusions with precise verbiage to describe the audit observations
- B. Developing a draft of an executive summary based on detailed findings and audit scope
- C. Developing action items discussed in closing meetings for management action plans
- D. Revising audit background and scope information based on new information from management
Answer: B
NEW QUESTION # 136
When auditing the transparency of an AI system, which of the following would be the MOST effective way to understand the model's decision-making process?
- A. Assessing the computational cost of the model
- B. Analyzing the complexity of the algorithms used
- C. Reviewing the explainability of AI outputs
- D. Evaluating the diversity of the training data set
Answer: C
Explanation:
Transparency in AI systems is a key requirement to ensure trust, accountability, and ethical compliance. According to the ISACA AAIATM Study Guide under the "AI Governance and Risk Management" section, understanding the decision-making process of an AI system falls under the principle of explainability. Explainability refers to the degree to which an observer can understand the internal mechanics of an AI system and the rationale behind its outputs.
"Reviewing the explainability of AI outputs allows auditors and stakeholders to determine whether model decisions are interpretable and justifiable. High transparency means stakeholders can trace how and why a decision was made." While algorithm complexity and computational cost are technical considerations, they do not directly facilitate the audit of decision-making transparency. Similarly, training data diversity is essential for bias reduction but does not explain how decisions are derived. Therefore, option D is the most aligned with auditing transparency.
NEW QUESTION # 137
Which of the following is the BEST use of AI to audit relationships for conflicts of interest or collusion?
- A. Graph analytics
- B. Monte Carlo simulation
- C. Correlation matrix
- D. Time series analysis
Answer: A
Explanation:
Graph analytics is specifically designed to analyze complex relationships among people, entities, transactions, and systems. According to AAIA audit methodologies, graph analytics helps identify hidden or non-obvious relationships indicative of:
* Collusion
* Fraud rings
* Undisclosed conflicts of interest
* Influence networks
* Hidden ownership structures
Correlation matrices (A) only measure linear relationships. Time series (B) identifies patterns over time, not relationships. Monte Carlo simulation (D) models uncertainty but does not uncover relational structures.
Graph analytics is the strongest AI-enabled method for mapping and auditing relational risks.
References:
AAIA Domain 3: AI Tools for Audit Analytics
AAIA Domain 4: Relationship Analysis and Fraud Detection
NEW QUESTION # 138
Which of the following initially provides assurance that the developer correctly interprets and identifies numerical data for balancing prior to inserting into the model?
- A. Statistical summary
- B. Confusion matrix
- C. Data dictionary
- D. Data computing library
Answer: C
Explanation:
A data 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 that misinterpretation of numeric variables often leads to:
Incorrect normalization
Faulty scaling
Skewed class balancing
Inaccurate model training
NEW QUESTION # 139
An AI audit tool incorrectly flagged that business decisions were biased, leading to inappropriate management action plans. Which of the following can BEST prevent this risk?
- A. Use different fairness definitions.
- B. Apply explainable AI validation methods.
- C. Document assumptions and record scope.
- D. Reweight groups to oversample.
Answer: B
Explanation:
AI tools can produce " False Positives " in bias detection if they misinterpret the data. To prevent management from acting on incorrect audit findings, " Explainable AI (XAI) validation methods " (like SHAP or LIME) should be applied. XAI allows the auditor to see why the tool flagged a specific decision as biased.
If the tool ' s reasoning is flawed (e.g., it ignored a valid business justification), the auditor can correct the finding before it reaches management. This adds a necessary layer of " Auditor skepticism " and human validation to AI-driven audit insights.
NEW QUESTION # 140
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