Download ISACA Advanced in AI Audit.AAIA.PremiumDumps.2025-12-27.47q.tqb

Vendor: ISACA
Exam Code: AAIA
Exam Name: ISACA Advanced in AI Audit
Date: Dec 27, 2025
File Size: 151 KB
Download Exam

How to open TQB files?

Files with TQB (Taurus Question Bank) extension can be opened by Taurus Exam Studio.

Download
Taurus Exam Studio

Purchase
Coupon: TAURUSSIM_20OFF

Discount: 20%

Taurus Exam Simulator Taurus Exam Simulator Taurus Exam Simulator Taurus Exam Simulator Taurus Exam Simulator

Demo Questions

Question 1
Which data preparation method simplifies data correlations but presents the GREATEST risk for introducing bias?
  1. Using the mode of a column to fill individual records where that field is blank
  2. Deleting duplicate or copied entries
  3. Separating multiple data attributes within one field into individual attribute columns
  4. Placing numerical data in bins or buckets
Correct answer: A
Question 2
Which of the following controls BEST helps reduce the risk of hallucinations in an AI model?
  1. Requiring model output explanations
  2. Implementing a human-in-the-loop approach
  3. Improving model transparency
  4. Reducing the model’s creativity score
Correct answer: B
Question 3
Which of the following strategies used by modelers to enhance data accuracy has the GREATEST risk of bias and information loss?
  1. Filling blank attributes in records with the mean, median, or mode within a grouping
  2. Placing numerical data into bins or buckets for a manageable quantity of correlations and result analyses
  3. Separating multiple data attributes within one field into individual attribute columns
  4. Identifying and deleting duplicate entries in the data set
Correct answer: A
Question 4
An IS auditor is auditing an AI system that predicts inventory needs. The system recently failed to predict a stock outage for a key product. Which of the following audit tests would BEST validate the system’s accuracy?
  1. Sensitivity analysis on input variables
  2. Historical testing with past sales data
  3. Unit testing of the forecasting algorithm
  4. Load testing during peak sales periods
Correct answer: B
Question 5
A car insurance company uses an AI model to determine customer premiums. To ensure the ethical use of this model, which of the following testing practices should the company consider to be MOST important?
  1. Running model performance tests on randomized data to improve the model's accuracy
  2. Ensuring demographic data is not used to train models outside of the defined use case
  3. Testing to ensure the model’s predictions do not discriminate based on age or gender
  4. Deploying the model only for a small randomly selected group of existing customers
Correct answer: C
Question 6
An IS auditor is participating in a task force to select an AI solution vendor. The vendor states that their product is only functional with web integration activated. Which of the following is the GREATEST concern?
  1. AI training model environment
  2. Inappropriate algorithms used by the vendor
  3. Data hallucinations and biases
  4. Impacts on employee and contractor workforces
Correct answer: A
Question 7
In the context of an AI implementation, which of the following actions is MOST critical for an organization's change management program?
  1. Conducting a comprehensive risk assessment specific to AI-related changes
  2. Reviewing documentation for AI system changes, updates, and patches
  3. Verifying that all employees have completed mandatory AI ethics training
  4. Ensuring the organization has a dedicated AI governance committee
Correct answer: A
Question 8
A healthcare organization uses an AI model to analyze patient data and provide diagnostic recommendations. Which of the following MOST effectively detects data drift related to the model’s predictions?
  1. Using adversarial testing to simulate scenarios that stress test the model’s predictions
  2. Conducting periodic model retraining to ensure alignment with updated patient data
  3. Comparing incoming patient data distributions with the training data set
  4. Applying overrides to allow healthcare professionals to correct the AI model's recommendations
Correct answer: C
Question 9
When auditing an AI model, an IS auditor notices that the controls over transactional processes are inadequate. Which of the following should the auditor recommend to BEST reduce these risks?
  1. Implement model scorecards.
  2. Clearly define responsibilities for AI risk.
  3. Have the chief risk officer (CRO) perform a risk analysis.
  4. Implement human-in-the-loop processes.
Correct answer: D
Question 10
Which of the following is the GREATEST benefit to an IS auditor using tree-based feature importance?
  1. It determines which specific AI model is the most reliable for migration into production.
  2. It identifies the parameters utilized by the AI model when drawing its conclusions.
  3. It determines which specific AI model contains the most complete source data.
  4. It identifies key data attributes influencing AI model conclusions.
Correct answer: D
CONNECT US
HOW TO OPEN VCE FILES

Use VCE Exam Simulator to open VCE files
Avanaset

HOW TO OPEN VCEX FILES

Use ProfExam Simulator to open VCEX files
ProfExam Screen

ProfExam
ProfExam at a 20% markdown

You have the opportunity to purchase ProfExam at a 20% reduced price

Get Now!