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ISACA AAIA Exam Overview:
| Certification Vendor: | ISACA |
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| Exam Name: | ISACA Advanced in AI Audit (AAIA) Exam |
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| Exam Number: | AAIA |
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| Certificate Validity Period: | Not publicly specified (requires ongoing CPE maintenance after certification) |
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| Exam Price: | USD 459 (member), USD 599 (non-member) |
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| Available Languages: | English |
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| Exam Format: | Computer-based, Multiple-choice, Closed-book, Remote proctoring or test center |
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| Real Exam Qty: | 55 |
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| Related Certifications: | CISA CPA CIA |
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| Exam Duration: | 120 minutes |
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| Passing Score: | 65% |
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| Recommended Training: | ISACA AI Audit Training Resources Official AAIA Training Course Providers |
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| Exam Registration: | ISACA AAIA Certification Page |
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| Sample Questions: | ISACA AAIA Sample Questions |
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| Exam Way: | Computer-based exam delivered via PSI test centers or remote proctoring |
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| Pre Condition: | Must hold an active CISA, CIA, CPA, or equivalent ISACA-approved advanced auditing certification |
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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 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 (Q91-Q96):
NEW QUESTION # 91
An IS auditor is reviewing the company ' s AI procedure. Which of the following would be the MOST critical gap?
- A. Procedures for human oversight are not described.
- B. Mandatory assessments required for critical systems are not specified.
- C. Privacy principles are not defined in the AI procedure.
- D. The use of external data sources is not specified.
Answer: B
Explanation:
AI governance requires a " Tiered Approach " based on risk. The most critical gap is the lack of " Mandatory Assessments " (such as Bias or Privacy Impact Assessments) for high-impact or critical systems. These assessments are the " Control Gates " that prevent the deployment of unsafe or unethical AI. While privacy principles (Option C) and oversight (Option D) are essential components, they are typically the outcome of the risk assessment process. Without a mandate to assess systems before they go live, the organization has no way to ensure that any of its other AI controls are being applied where they are most needed.
NEW QUESTION # 92
An organization's fraud detection model achieves high accuracy on its initial data set but performs poorly in production. After a complex neural network was trained, the training accuracy was significantly higher than the validation accuracy. Which of the following is the MOST likely cause?
- A. Insufficient training data
- B. Overfitting
- C. Feature scaling
- D. Underfitting
Answer: B
Explanation:
"Overfitting" occurs when a complex model, such as a deep neural network, learns the "noise" and specific details of the training data rather than the general underlying patterns. A clear indicator of overfitting is a large gap between training performance and validation/test performance. According to the AAIATM manual, this makes the model brittle and unable to generalize to new, unseen data in a production environment. To mitigate this, auditors should recommend techniques such as regularization, dropout, or simplifying the model architecture.
NEW QUESTION # 93
An IS auditor uses an internally developed generative AI tool to prepare a status update for audit stakeholders. Which of the following is the auditor's MOST appropriate course of action?
- A. Compare results with a publicly available generative AI tool to ensure outputs are similar.
- B. Assess whether the information provided is complete and accurate.
- C. Share and review the results with management.
- D. Regenerate the results to ensure similar outputs are provided.
Answer: B
NEW QUESTION # 94
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. Suspend the algorithm until concerns are addressed.
- B. Regularly audit and adjust algorithms to reduce biases.
- C. Obtain users' consent for the content they wish to view.
- D. Introduce controls allowing individuals to customize content preferences.
Answer: B
NEW QUESTION # 95
Which of the following is MOST important to perform when testing an AI model for security?
- A. Vulnerability assessments
- B. Data validation
- C. Model retraining
- D. Regression testing
Answer: A
Explanation:
AI security testing must address both traditional IT vulnerabilities and AI-specific threats.
According to the AAIATM framework, "Vulnerability Assessments" are essential for identifying weaknesses in the AI pipeline, including insecure APIs, lack of input sanitization, and susceptibility to adversarial attacks. This assessment helps auditors determine if the system can resist exploitation, such as prompt injection or data poisoning.
NEW QUESTION # 96
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