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[General] ISACA AAIA Free Exam Dumps | New AAIA Test Cost

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【General】 ISACA AAIA Free Exam Dumps | New AAIA Test Cost

Posted at 1/25/2026 01:17:46      View：66 | Replies：0        Print      Only Author   [Copy Link] 1#
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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 (Q16-Q21):NEW QUESTION # 16
The PRIMARY purpose of maintaining an audit trail in AI systems is to:
  • A. Analyze model accuracy and fairness.
  • B. Ensure compliance with regulatory standards for AI.
  • C. Measure computational efficiency.
  • D. Facilitate transparency and traceability of decisions.
Answer: D

NEW QUESTION # 17
An organization deploys an AI recruitment platform to screen job applicants. The IS auditor identifies that the platform's decisions may be influenced by model bias. Which of the following risk mitigation strategies is BEST for the auditor to recommend?
  • A. Retrain the AI model using an external data set certified for inclusivity and fairness.
  • B. Require manual reviews of all AI-generated recruitment decisions before hiring is finalized.
  • C. Suspend the use of the AI system until the training data can be verified for fairness and compliance.
  • D. Implement a process to periodically test the AI system for biases and adjust parameters as needed.
Answer: D

NEW QUESTION # 18
An organization shares an AI model with external partners. One partner reports that sensitive data has been inadvertently exposed through the model's outputs. Which of the following is the IS auditor's BEST recommendation?
  • A. Limit the model's outputs to anonymized results while investigating further.
  • B. Audit the data pipelines of all partners to identify the source of the leak.
  • C. Retrain the model immediately and implement privacy-preserving techniques.
  • D. Disable the shared model and notify partners of the potential breach.
Answer: D

NEW QUESTION # 19
A healthcare organization uses an AI model to analyze patient data and provide diagnostic recommendations. Which of the following MOST effectively detects data drift related to the model's predictions?
  • A. Using adversarial testing to simulate scenarios that stress test the model's predictions
  • B. Applying overrides to allow healthcare professionals to correct the AI model's recommendations
  • C. Conducting periodic model retraining to ensure alignment with updated patient data
  • D. Comparing incoming patient data distributions with the training data set
Answer: D

NEW QUESTION # 20
An IS auditor reviewing documentation for an AI model notes that the modeler utilized a K-means clustering algorithm, which clusters data into categories for correlations and analysis. Which of the following is the MOST important risk for the auditor to consider?
  • A. K-means clustering algorithms are significantly sensitive to outliers and dependent on the similarity of units of measure.
  • B. K-means clustering determines the number of clusters for the modeler without supervision.
  • C. K-means clustering is not a common data clustering method due to its complexity and difficulty categorizing data correctly.
  • D. K-means clustering requires the modeler to supervise the learning analysis, which can introduce bias.
Answer: A

NEW QUESTION # 21
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