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ISACA AAIR Exam Syllabus Topics:

ISACA Advanced in AI Risk Sample Questions:

1. A financial organization is developing an AI model for credit risk assessment. Which of the following is MOST important to ensure the training data supports accurate and unbiased outcomes?

A) Data normalization
B) Dataset diversity
C) Synthetic data augmentation
D) Supervised learning

2. AI tools can BEST help to mitigate supply chain risk by:

A) automating routine inventory management tasks.
B) enhancing predictive capabilities to identify potential disruptions.
C) identifying historical physical and logical security control gaps.
D) performing sentiment analysis on supplier reputation and reviews.

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

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

4. Which of the following is the GREATEST benefit of incorporating AI technology for data asset management?

A) Automating data cleaning and metadata tagging for large datasets
B) Providing more rapid identification of overfitting during model training
C) Justifying the use of synthetic data to augment smaller datasets
D) Reducing the initial impacts of data poisoning and exfiltration attacks

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

Solutions: