ISACA AAIR real dump : ISACA Advanced in AI Risk

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ISACA AAIR Exam Syllabus Topics:

ISACA Advanced in AI Risk Sample Questions:

1. Which of the following is the GREATEST concern when AI risk management operates separately from enterprise risk management (ERM)?

A) Lack of strategic control alignment
B) Redundant risk documentation and scoring
C) Reduced return on investment (ROI) due to increased model training costs
D) Inconsistent regulatory reporting

2. Which of the following is the PRIMARY reason to include contractual requirements for model updates and disclosures from third-party AI suppliers?

A) To determine appropriate access to vendor staff for datasets containing sensitive information
B) To ensure internal trust in the model's reliability before launching AI-driven innovation efforts
C) To ensure timely detection and mitigation of new system risks that could harm individuals
D) To guarantee that existing availability targets will be achieved following each update

3. Which of the following is the GREATEST risk when an organization relies only on adversarial training to protect a private AI model in a testing environment?

A) Overfitting to limited datasets
B) Presence of unaddressed system vulnerabilities
C) Increased likelihood of exposing proprietary algorithms
D) Inefficient model training cycles

4. An organization deploys an AI credit scoring model trained on historical financial data that underrepresents certain demographic groups. Which of the following is the risk practitioner's BEST recommendation to mitigate this risk?

A) Implement reporting for model drift and anomalous model decisions.
B) Notify stakeholders that the model may not always reflect standard loan approval thresholds.
C) Use unsupervised learning to identify hidden or complex discriminatory patterns in the dataset.
D) Define specific inclusivity goals and expand data to a broader range of sources.

5. An organization has developed an AI code of conduct outlining ethical use, data privacy, and transparency principles. Which of the following is the BEST approach to integrate the code of conduct into workforce training?

A) Provide role-tailored education supplemented by scheduled refreshers.
B) Incorporate the code of conduct into onboarding modules for new personnel.
C) Focus the training curriculum on compliance with AI-specific laws and regulations.
D) Engage external providers to deliver learning content with periodic updates.

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