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ISACA AAIR Exam Syllabus Topics:

ISACA Advanced in AI Risk Sample Questions:

1. Which of the following AI capabilities would BEST enable a forecasting system to accurately predict the point at which specific equipment components are likely to fail?

A) Dynamic inventories of spare equipment parts
B) Post-defect identification of complex root causes
C) Recommendation of replacement products
D) Real-time analysis of sensor monitoring data

2. A risk practitioner learns that an organization's AI inventory includes separate listings of AI systems, models, and datasets. Which of the following is the risk practitioner's BEST recommendation to improve AI governance?

A) Include information about model training frequency.
B) Assign inventory oversight to the AI risk committee.
C) Map interdependencies between AI assets continuously.
D) Automate inventory reconciliation steps.

3. Which of the following BEST enables an organization adopting AI solutions to foster an ethical and risk- aware culture?

A) Leadership consistently models ethical behavior and values for AI development and use.
B) AI policies include clear disciplinary actions for violations of risk and ethical standards.
C) All business units use checklists to ensure AI risk and ethical concerns are addressed.
D) Senior management representatives actively participate in industry conferences related to AI ethics.

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

5. Which of the following is the PRIMARY purpose of maintaining comprehensive model cards and documentation?

A) Preserving audit trails
B) Justifying model use cases
C) Providing model transparency
D) Listing technical specifications

Solutions: