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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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| Exam Duration: | 150 minutes |
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| Available Languages: | English, Chinese, Spanish |
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| Real Exam Qty: | 90 |
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| Exam Format: | Computer-based testing, Scenario-based questions, Multiple-choice questions |
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| Certificate Validity Period: | 3 years |
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| Exam Price: | US$459 (member) / US$599 (non-member) |
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| Related Certifications: | CISA CIA CPA FCCA ACCA |
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| Passing Score: | 450 (scaled, range 200–800) |
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| Recommended Training: | AAIA Review Manual AAIA Official Review Course |
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| Exam Registration: | ISACA Official Registration |
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| Sample Questions: | ISACA AAIA Sample Questions |
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| Exam Way: | Computer-based; PSI test centers or remote proctored (remote not available in India, Mainland China, Hong Kong) |
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| Pre Condition: | Hold active CISA, CIA, CPA, ACCA, FCCA or equivalent qualified certification with IT audit/advisory focus |
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| Official Syllabus URL: | https://www.isaca.org/credentialing/aaia/aaia-exam-content-outline |
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| Topic | Details |
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| 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.
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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 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 (Q183-Q188):
NEW QUESTION # 183
An AI social media platform uses an algorithm to increase user engagement that could unintentionally promote divisive content. Which of the following is the BEST course of action to mitigate this risk?
- A. Obtain users' consent for the content they wish to view.
- B. Regularly audit and adjust algorithms to reduce biases.
- C. Introduce controls allowing individuals to customize content preferences.
- D. Suspend the algorithm until concerns are addressed.
Answer: B
NEW QUESTION # 184
A generative AI system has a validation control in place to reject inappropriate questions by checking them against built-in ethical standards. Which of the following enables malicious actors to circumvent this control through prompt engineering?
- A. Asking the same questions later when the algorithm has changed after further learning
- B. Randomly placing keywords unrelated to the main topic
- C. Submitting the same questions in a foreign language translated by another AI-based system
- D. Presenting theoretical situations to justify the reason for asking the questions
Answer: D
Explanation:
Prompt engineering manipulation often involves disguising inappropriate questions in hypothetical or conditional formats, tricking the AI system into bypassing its filters. The AAIATM Study Guide highlights this as a common attack vector in generative AI misuse.
"Adversaries may reframe queries as academic or theoretical scenarios to exploit AI models' reasoning patterns, bypassing ethical constraints. Auditors should test for these circumvention techniques."
NEW QUESTION # 185
Which of the following is the MOST important reason for measuring the AI system's performance against predefined metrics in a staging environment?
- A. To confirm the AI system has been trained on the most recent dataset
- B. To ensure the AI system complies with privacy standards before production deployment
- C. To validate that the AI system meets requirements prior to release
- D. To verify that the AI system's user interface is aligned with accessibility standards
Answer: C
Explanation:
The AAIATM Study Guide emphasizes the importance of a rigorous "Staging" or "User Acceptance Testing" (UAT) phase in the AI lifecycle. Measuring performance against predefined metrics (such as Precision, Recall, or F1-Score) in a non-production environment is critical to
"Validate that the system meets business and technical requirements prior to release". This step prevents the deployment of models that may exhibit bias, inaccuracy, or logic errors in the real world.
NEW QUESTION # 186
An IS auditor identified that an AI model based on historical data caused " data lag, " leading to poor real- time decision-making. Which of the following is the BEST mitigation strategy?
- A. Expand the volume of available test data.
- B. Verify that the data source is credible.
- C. Perform feature weight updating.
- D. Validate the diversity of data.
Answer: C
Explanation:
" Data lag " occurs when the model relies too heavily on old patterns that no longer reflect the current reality (e.g., pre-pandemic shopping habits). To mitigate this, " feature weight updating " is used to give more importance to the most recent data points while " decaying " the influence of older data. This allows the model to adapt more quickly to real-world shifts without requiring a full rebuild from scratch. While data diversity and volume are important for general performance, they do not specifically address the temporal " lag " issue like weight adjustment does.
NEW QUESTION # 187
When initiating an AI governance program, which of the following is MOST critical to ensure the AI system aligns with organizational objectives and stakeholder needs?
- A. Prioritizing AI hardware and infrastructure acquisition
- B. Defining AI regulatory compliance requirements before business needs
- C. Identifying specific processes for the AI use case
- D. Establishing continuous AI system monitoring
Answer: C
Explanation:
Effective AI governance begins with " Problem Framing " and process identification. Before acquiring hardware (Option B) or setting up monitoring (Option C), the organization must clearly define the specific business processes the AI will augment or automate. This ensures that the development of the model is rooted in strategic objectives rather than technological hype. The ISACA AAIA™ framework emphasizes that governance structures must first validate the " use case " to ensure it is ethical, feasible, and value-adding.
Without a well-defined use case, the organization risks implementing AI that is legally compliant (Option A) but operationally irrelevant or harmful to its core mission.
NEW QUESTION # 188
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