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ISACA AAIR Exam Syllabus Topics:

ISACA Advanced in AI Risk Sample Questions:

1. Which of the following is the GREATEST organizational risk when AI performance alerts are not escalated to decision-makers for review and decisioning?

A) Business disruption due to delayed remediation of unstable AI behavior
B) Excessive cost and resource allocation due to redundant mitigation activities
C) Loss of traceability from insufficient model decision logging
D) Inadequate representation of AI operational risk in governance reporting

2. Which of the following poses the GREATEST challenge related to the protection of intellectual property generated by AI solutions?

A) Inherent risk in fundamental AI use cases such as general inquiries or administrative tasks
B) Lack of regulatory clarity regarding the copyright status of AI-generated content
C) Use of third-party AI service providers that have zero-data retention policies
D) Difficulty in customizing training materials for users on confidential data handling in AI environments

3. Which of the following BEST helps to ensure a deep learning model with a large volume of relevant data meets an organization's needs?

A) Hyperparameter fine-tuning
B) Federated accountability model
C) Data augmentation
D) Unsupervised learning

4. A risk practitioner discovers that autonomous agents have been creating temporary HR system identities.
Which of the following poses the GREATEST risk?

A) Increased staffing needs for human validation
B) Identities are not incorporated into the federated system
C) Ineffective credential management
D) Delays in breach identification and response

5. A risk practitioner is developing risk scenarios related to successful data poisoning attacks on an AI model used across the organization. Which of the following is the BEST approach to help ensure the scenarios are relevant?

A) Gather information on similar attacks impacting industry peers
B) Create comprehensive data flow diagrams.
C) Engage key stakeholders in risk scenario development.
D) Perform adversarial testing in a sandbox environment.

Solutions: