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ISACA AAIR Actual Tests : ISACA Advanced in AI Risk
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ISACA AAIR Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: Ethics, Privacy, and Responsible AI | - Ethical AI principles and compliance
|
| Topic 2: AI Governance and Strategy | - AI governance frameworks and organizational oversight
|
| Topic 3: Regulatory and Compliance Requirements | - Global AI regulatory landscape
|
| Topic 4: AI Lifecycle Controls | - Controls across AI development lifecycle
|
| Topic 5: AI Risk Management | - Risk identification and assessment for AI systems
|
ISACA Advanced in AI Risk Sample Questions:
Which of the following poses the GREATEST challenge related to the protection of intellectual property generated by AI solutions?
- A. Lack of regulatory clarity regarding the copyright status of AI-generated content
- B. Use of third-party AI service providers that have zero-data retention policies
- C. Inherent risk in fundamental AI use cases such as general inquiries or administrative tasks
- D. Difficulty in customizing training materials for users on confidential data handling in AI environments
Correct Answer: A 🗳️
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A risk practitioner is evaluating training datasets for a new AI model. Which of the following approaches BEST reduces fairness risk during model development?
- A. Use of synthetic data to address training dataset imbalances
- B. Identification and resolution of data labeling inconsistencies
- C. Selection of a single provider for large volumes of training data to reduce variance
- D. Representative sampling strategies combined with bias mitigation controls
Correct Answer: D 🗳️
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A risk practitioner is concerned that an AI model ' s responses have become more inaccurate over time, leading to diminished customer trust. Which of the following should the risk practitioner recommend be done FIRST?
- A. Revise validation processes to add more review cycles.
- B. Fully retrain the model with a more recent dataset.
- C. Take the model offline and perform a full backup.
- D. Determine the impact on critical features and model outputs.
Correct Answer: D 🗳️
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Which of the following is the MOST important consideration when managing changes to an AI model in production?
- A. Implementing stringent approval processes for user access to new model functionalities
- B. Conducting rigorous validation to assess effects on predictive accuracy and model bias
- C. Allowing operational teams to adjust configuration parameters for real-time performance tuning
- D. Expediting rollout of changes in production to ensure service continuity and minimize downtime
Correct Answer: B 🗳️
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Which of the following is the MOST important benefit of deploying continuous monitoring and automated anomaly detection for AI models in production?
- A. Automated risk register and vulnerability database updates
- B. Timely identification of adversarial intrusions and unauthorized parameter changes
- C. Improved alignment of model outputs and behavior with organizational strategic goals
- D. Enhanced interpretability and transparency of model decisions
Correct Answer: B 🗳️
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