Advanced in AI Risk v1.0

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Exam contains 90 questions
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Which of the following is the PRIMARY benefit of incorporating new AI-specific controls?

  • A. It identifies and prioritizes compliance reporting requirements that apply to both existing and new controls.
  • B. It reduces costs by eliminating redundant controls and consolidating control oversight.
  • C. It provides a holistic approach to address conventional governance exposures and emerging AI vulnerabilities.
  • D. It accelerates deployment timelines by enabling more efficient pre-deployment risk analysis.


Answer : C

An organization embeds AI into existing processes without integrating AI risk practices into enterprise governance. Which of the following should a risk practitioner regard as the GREATEST organizational risk?

  • A. Inadequate regulatory compliance documentation
  • B. Overly technical focus that is not aligned with business goals
  • C. Unclear ownership leading to divergent controls and conflicting objectives
  • D. Difficulty in obtaining business executive approval for AI innovation initiatives


Answer : C

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


Answer : C

An organization has deployed generative AI tools broadly but lacks a consistent method to refresh governance policies and controls. Which of the following is the risk practitioner's BEST recommendation?

  • A. Establish an ongoing review cadence and codify procedures for reassessment.
  • B. Implement systematic updates and emphasize alignment with emerging regulatory expectations.
  • C. Centralize decision making and concentrate authority within executive leadership and technical owners.
  • D. Schedule annual compliance reviews and integrate audit findings into revision planning.


Answer : A

An organization has deployed an AI system that initially performs well but whose outputs deteriorate over time despite stable input characteristics. Which of the following is the BEST course of action?

  • A. Engage periodic external audits of model source code and implement peer code reviews.
  • B. Replace the system's predictive capability with static rule-based controls and fixed decision logic.
  • C. Focus efforts on dataset cleansing and documentation prior to further system updates.
  • D. Establish continuous performance monitoring and scheduled system recalibration.


Answer : D

Which of the following would be of GREATEST concern to a risk practitioner reviewing the testing and validation of an AI-driven technical support system?

  • A. Inaccurate outputs resulting from model drift
  • B. Infrequent incorporation of updated training datasets
  • C. Insufficient encryption of data at rest and in transit
  • D. Excessive dependence on manual sampling


Answer : A

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. Federated accountability model
  • B. Unsupervised learning
  • C. Data augmentation
  • D. Hyperparameter fine-tuning


Answer : D

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. Define specific inclusivity goals and expand data to a broader range of sources.
  • 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.


Answer : B

An organization is selecting an AI model for a solution that requires the creation of new content. It is MOST important to consider selecting:

  • A. a generative model capable of synthesizing samples from an underlying distribution.
  • B. an unsupervised clustering model that groups observations by similarity metrics.
  • C. a rule-based expert system driven by explicit decision rules and domain knowledge.
  • D. a reinforcement learning model that optimizes sequential actions through reward signals.


Answer : A

An organization integrates multiple AI services using APIs to enhance a customer support chatbot. Which of the following is the GREATEST risk?

  • A. Greater likelihood of bias or inaccuracy in chatbot responses
  • B. Unauthorized disclosure of sensitive records via insecure external connections
  • C. Customer dissatisfaction from operational delays
  • D. Insufficient training datasets due to outdated or limited sample coverage


Answer : B

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


Answer : D

An organization uses multiple external data sources to train its AI models. Which of the following is the risk practitioner’s BEST recommendation to protect the organization from data poisoning attacks?

  • A. Data integrity reviews in response to indications that significant model drift has occurred
  • B. Continuous monitoring and anomaly detection for data ingestion pipelines
  • C. Stringent controls over model code and deployment artifacts
  • D. Enhanced regularization and training techniques to limit the influence of anomalies


Answer : B

Which of the following poses the GREATEST challenge when performing root cause analysis for incidents involving AI systems and data?

  • A. Lack of transparency
  • B. Unclear system objectives
  • C. Automation bias
  • D. Privacy compliance


Answer : A

An organization uses AI to generate procedure documents for operational processes. Which of the following would be of GREATEST concern to a risk practitioner?

  • A. AI-generated procedure documents do not undergo human review.
  • B. AI-generated procedure manuals include outdated procedures.
  • C. The procedures are not aligned to organizational policy.
  • D. The AI model is used to generate procedures for high-risk activities.


Answer : A

An election oversight body is considering the use of AI to identify irregularities in voting patterns. Which of the following is the MOST important risk to evaluate?

  • A. Identification of voter locations
  • B. Amplification of biases in historical data
  • C. Susceptibility to contextual drift
  • D. Distrust of AI among political interest groups


Answer : B

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Exam contains 90 questions
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