Online Access Free AAIA Practice Test

An organization is evaluating change management practices for AI-based decision support models. Which of the following BEST demonstrates effective AI-focused change management?

• A.Engaging an independent expert to review the model's accuracy and precision on a quarterly basis
• B.Assigning a single data science team member to adjust the model in order to establish accountability
• C.Documenting model updates and retraining sessions to ensure traceability
• D.Deploying two separate copies of the model after each adjustment to compare results

During a pre-implementation risk assessment, an AI model is determined to present a significant risk of bias and potential harm in excess of the organization's risk tolerance. Which of the following is the MOST appropriate response?

• A.Revisit the risk tolerance to ensure it is appropriate.
• B.Postpone deployment until the risk can be safely managed.
• C.Enhance the data that the model is trained on.
• D.Obtain board approval for an exception.

After AI training data has been tested for biases, which of the following is MOST important to check to validate the effectiveness of the testing?

• A.AI processes will meet expected service turnaround time
• B.Possible impacts from AI outputs remain within the acceptable risk level
• C.Feedback on data validation is obtained from key stakeholders
• D.Sensitive information from users is securely masked before input

An IS auditor observes that an AI-based fraud detection system used by an insurance organization produces inconsistent outcomes when processing similar cases. Which of the following is the auditor's MOST efficient recommendation?

• A.Regularly update the AI algorithm to improve consistency.
• B.Analyze the training data and model evaluation parameters.
• C.Strengthen user access controls and authorization for the AI system.
• D.Introduce a human-in-the-loop mechanism for all decisions.

Which of the following represents the PRIMARY benefit of reviewing model cards during AI model acquisition and risk assessment?

• A.Complying with documentation requirements
• B.Understanding model intent and performance context
• C.Identifying model vulnerabilities and training needs
• D.Establishing legally binding contracts for model use