Questions for the AAIA were updated on : Dec 01 ,2025
Page 1 out of 6. Viewing questions 1-15 out of 90
Question 1
In order to streamline operations, a bank has deployed an AI application to automatically detect and prevent further fraud on accounts. However, customers have voiced concerns that their usual transactions are being rejected. Which of the following is the MOST likely cause of the false positives?
A. Consent is not properly managed.
B. Data versioning controls were not developed.
C. Compute scale training was not performed.
D. The hyperparameters are not optimized.
Answer:
D
User Votes:
A
50%
B
50%
C
50%
D
50%
Discussions
0/ 1000
Question 2
When utilizing a machine learning (ML) model to predict whether a wind turbine electricity generator will fail, which model evaluation metric should be the PRIMARY focus?
A. Precision
B. Specificity
C. Accuracy
D. Recall
Answer:
D
User Votes:
A
50%
B
50%
C
50%
D
50%
Discussions
0/ 1000
Question 3
A retail organization uses an AI model to analyze customers' purchase history in order to offer personalized discounts. Which of the following practices represents the MOST ethical use of customer data?
A. Utilizing customer purchase data only after obtaining explicit consent and allowing customers to opt out
B. Retaining and analyzing all available customer data to ensure unbiased recommendations
C. Providing the public with access to review and audit the data set of collected customer information
D. Sharing customer purchase data with third-party vendors to improve advertising and communication
Answer:
A
User Votes:
A
50%
B
50%
C
50%
D
50%
Discussions
0/ 1000
Question 4
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
Answer:
C
User Votes:
A
50%
B
50%
C
50%
D
50%
Discussions
0/ 1000
Question 5
A healthcare organization uses data clustering to group patients by medical history for personalized treatment recommendations. Which of the following is the GREATEST privacy risk associated with this practice?
A. The clustering requires more data, increasing the risk of a privacy breach.
B. Clustering increases the complexity of the model, making data harder to anonymize.
C. Irrelevant features in the data may result in inaccurate or biased treatments.
D. Clusters can reveal sensitive personal information depending on how the information is presented.
Answer:
D
User Votes:
A
50%
B
50%
C
50%
D
50%
Discussions
0/ 1000
Question 6
Which of the following is MOST important to consider when deciding whether to implement an AI solution?
A. The cost of AI implementation
B. The speed of AI implementation
C. The space required for AI hardware
D. The ethical implications of AI
Answer:
D
User Votes:
A
50%
B
50%
C
50%
D
50%
Discussions
0/ 1000
Question 7
Which of the following is the MOST important course of action for an organization prior to allowing end users to utilize an AI tool?
A. Develop an AI policy with guidelines on appropriate use.
B. Determine the impact to the disaster recovery plan (DRP).
C. Implement baseline performance metrics.
D. Ensure a cybersecurity insurance clause is in place to include the use of AI.
Answer:
A
User Votes:
A
50%
B
50%
C
50%
D
50%
Discussions
0/ 1000
Question 8
An organization deploys an AI recruitment platform to screen job applicants. The IS auditor identifies that the platform's decisions may be influenced by model bias. Which of the following risk mitigation strategies is BEST for the auditor to recommend?
A. Implement a process to periodically test the AI system for biases and adjust parameters as needed.
B. Suspend the use of the AI system until the training data can be verified for fairness and compliance.
C. Retrain the AI model using an external data set certified for inclusivity and fairness.
D. Require manual reviews of all AI-generated recruitment decisions before hiring is finalized.
Answer:
A
User Votes:
A
50%
B
50%
C
50%
D
50%
Discussions
0/ 1000
Question 9
An IS auditor is evaluating an organization's incident management program to ensure it is sufficiently prepared to manage AI-related incidents. Which of the following is MOST important for the auditor to validate?
A. The program mandates retraining AI systems after incidents are investigated.
B. The program uses past AI-related incidents and resolutions to categorize current incidents.
C. The program includes processes to respond to AI model drift and data integrity attacks.
D. The program prioritizes incidents based on alignment with industry leading practices.
Answer:
C
User Votes:
A
50%
B
50%
C
50%
D
50%
Discussions
0/ 1000
Question 10
The GREATEST benefit of using AI auditing techniques over traditional methods is that AI auditing techniques can:
A. eliminate the need for human intervention.
B. ensure full compliance with regulations.
C. identify complex data patterns.
D. significantly reduce data bias.
Answer:
C
User Votes:
A
50%
B
50%
C
50%
D
50%
Discussions
0/ 1000
Question 11
When reviewing contracts or other lengthy documentation in the planning phase, which of the following tools would BEST extract relevant information?
A. Robotic process automation (RPA)
B. Autoregressive sequencing model
C. Predictive analytics
D. Natural language processing
Answer:
D
User Votes:
A
50%
B
50%
C
50%
D
50%
Discussions
0/ 1000
Question 12
An organization is using information gathered from customer accounts to train its AI chatbot. Which of the following is the GREATEST risk associated with this practice?
A. Disclosure of personal information
B. AI bias
C. Transparency
D. AI model hallucinations
Answer:
A
User Votes:
A
50%
B
50%
C
50%
D
50%
Discussions
0/ 1000
Question 13
When auditing an AI system, which of the following steps ensures that AI model behavior is aligned with organizational objectives?
A. Algorithm debugging
B. Data transformation
C. Model training
D. Problem framing
Answer:
D
User Votes:
A
50%
B
50%
C
50%
D
50%
Discussions
0/ 1000
Question 14
When an IS auditor is reviewing results from an AI system, which of the following would cause the GREATEST risk?
A. Inability to identify where an AI system is housed
B. System output not being checked for inconsistencies
C. Cascading failures of AI system outputs
D. Difficulty of documenting AI algorithm processes
Answer:
B
User Votes:
A
50%
B
50%
C
50%
D
50%
Discussions
0/ 1000
Question 15
The PRIMARY purpose of utilizing neural networks in AI is to: