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ISACA AAIA Exam Syllabus Topics:| Topic | Details | | Topic 1 | - 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 2 | - 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.
| | 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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Preparing for the ISACA AAIA Certification Exam with ExamssolutionsThe ISACA AAIA certification exam is one of the best certification exams that offer a unique opportunity to advance beginners or experience a professional career. With the ISACA Advanced in AI Audit AAIA exam everyone can validate their skills and knowledge easily and quickly. There are other several benefits that you can gain with the ISACA Advanced in AI Audit AAIA Certification test. The prominent advantages of the AAIA certification exam are more career opportunities, proven skills, chances of instant promotion, more job roles, and becoming a member of the AAIA certification community.
ISACA Advanced in AI Audit Sample Questions (Q155-Q160):NEW QUESTION # 155
When developing an audit plan, which of the following is MOST important specifically for the transparency of an AI application?
- A. Validation testing
- B. Regression testing
- C. Compliance testing
- D. Explainability testing
Answer: D
Explanation:
Explainability testing is essential for determining how and why an AI model produces specific outputs.
Transparency is a key AAIA requirement, especially in regulated or high-impact environments.
Explainability testing ensures:
* Stakeholders understand model decisions
* Auditors can verify fairness and accuracy
* Regulators can review decision logic
* The organization can justify outcomes to affected individuals
* Models align with ethical and governance expectations
Regression testing (B) checks consistency across versions.
Compliance testing (C) checks legal adherence.
Validation testing (D) checks accuracy.
None specifically ensure transparency.
References:
AAIA Domain 5: Explainability, Transparency, Accountability
AAIA Domain 3: Auditability of AI Systems
NEW QUESTION # 156
Which of the following is MOST important to consider when deciding whether to implement an AI solution?
- A. The ethical implications of AI
- B. The space required for AI hardware
- C. The cost of AI implementation
- D. The speed of AI implementation
Answer: A
NEW QUESTION # 157
When auditing a machine learning (ML) solution, false positives can BEST be assessed by examining the level of:
- A. Accuracy
- B. Completeness
- C. Precision
- D. Recall
Answer: C
NEW QUESTION # 158
An IS auditor is evaluating an organization's incident management program to ensure it is sufficiently prepared to manage AI-related incidents. Which of the following is MOST important for the auditor to validate?
- A. The program includes processes to respond to AI model drift and data integrity attacks.
- B. The program uses past AI-related incidents and resolutions to categorize current incidents.
- C. The program prioritizes incidents based on alignment with industry leading practices.
- D. The program mandates retraining AI systems after incidents are investigated.
Answer: A
NEW QUESTION # 159
Which of the following is the MOST important course of action for an organization prior to allowing end users to utilize an AI tool?
- A. Develop an AI policy with guidelines on appropriate use.
- B. Implement baseline performance metrics.
- C. Ensure a cybersecurity insurance clause is in place to include the use of AI.
- D. Determine the impact to the disaster recovery plan (DRP).
Answer: A
NEW QUESTION # 160
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