AAIA Practice Test practice questions, page 16 of 23, with answer review and explanations.
Question 76
An organization has deployed a generative AI system for customer support that includes frequent updates to the AI model after deployment. Which of the following represents the GREATEST risk?
Lack of a change management policy specific to AI
Overreliance on manual review of AI model outputs
Lack of continuous monitoring for model changes
Lack of a dedicated AI governance committee
Question 77
An organization is developing an AI system that integrates data from multiple external sources without clearly defined data ownership policies. Which of the following is the GREATEST concern in this situation?
Deficiencies in policies and procedures validating AI model accuracy
Limited documentation of user access permissions
Excessive dependence on automated data collection and cleansing
Gaps in AI privacy compliance and accountability
Question 78
An organization is using a large language model (LLM) to assist in evaluating loan applications, but the training data used is known to be incomplete. Which of the following is the GREATEST associated risk?
Unfair loan decisions
Delays in loan approval
Reduced customer satisfaction
Increased manual processing of applications
Question 79
Which of the following is the MOST important reason to establish AI governance structures that extend beyond regulatory compliance?
To align with global AI data privacy standards
To mitigate reputational risk associated with public scrutiny of AI systems
To ensure ethical integrity throughout the AI life cycle
To establish guardrails limiting AI system functionality to approved use cases
Question 80
Which of the following should be an IS auditor's GREATEST concern when reviewing an anomaly detection process implemented for a high-risk AI system?
Failure to identify anomalies that can bias training data
Lack of regular quality reviews for training data
Infrequent updates to anomaly detection algorithms
Inadequate staff training on the use of the system