Which of the following strategies used by modelers to enhance data accuracy has the GREATEST risk of bias and information loss?
#31
Answer: A✅ Correct❌ Incorrect
Which of the following controls MOST effectively helps to ensure an AI model is resilient against external threats?
#32
Answer: A✅ Correct❌ Incorrect
Which of the following is the MOST important task when gathering data during the AI system development process?
#33
Answer: D✅ Correct❌ Incorrect
The PRIMARY objective of machine learning (ML) in data processing is to:
#34
Answer: D✅ Correct❌ Incorrect
A retail organization uses an AI model to forecast inventory based on customer purchasing trends and updates the model quarterly. The model recently failed to recognize a surge in demand during a popular shopping season. Which of the following issues does this situation BEST demonstrate?
#35
Answer: A✅ Correct❌ Incorrect
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?
#36
Answer: D✅ Correct❌ Incorrect
An AI system is misclassifying images after a routine model update. An IS auditor discovers that the updated model file was replaced by an unauthorized version. Which of the following is the auditor’s BEST recommendation?
#37
Answer: D✅ Correct❌ Incorrect
During an audit of an AI solution, the modeler informs the IS auditor that data augmentation techniques were utilized. Which of the following BEST enables the auditor to determine the effectiveness of the data augmentation?
#38
Answer: B✅ Correct❌ Incorrect
An AI model's documentation shows that the modeler utilized K-means clustering to categorize a data set that included a large volume of records. Which of the following is an advantage of using a K-means clustering algorithm for determining classification categories to group applicable data before it is inserted into the learning model?
#39
Answer: A✅ Correct❌ Incorrect
An IS auditor learns that the training data for an AI solution has insufficient representation. Which of the following would be the GREATEST risk in this situation?
#40
Answer: A✅ Correct❌ Incorrect
Which of the following BEST improves predictions and understanding to refine the accuracy of AI models?
#41
Answer: A✅ Correct❌ Incorrect
A model developer is looking to mitigate the risk of information loss within an imbalanced data set that contains majority and minority classes. Which of the following strategies would an IS auditor consider to be MOST appropriate?
#42
Answer: D✅ Correct❌ Incorrect
When evaluating the process flowchart of an AI machine learning (ML) model, which task should be performed FIRST to provide assurance that the model will function as intended?
#43
Answer: B✅ Correct❌ Incorrect
Post-deployment, anomalies in logs suggest a conflict between a critical security patch and an AI model's inference engine. Which of the following is the BEST course of action?
#44
Answer: A✅ Correct❌ Incorrect
Which of the following is the MOST critical consideration for incident response in AI systems?
#45
Answer: B✅ Correct❌ Incorrect
An IS auditor is assessing an AI-powered chatbot that produces inaccurate or fabricated information for customer queries. Which of the following is the BEST recommendation when the model’s configuration emphasizes creativity over accuracy?
#46
Answer: D✅ Correct❌ Incorrect
Which of the following metrics should an IS auditor recommend as a key performance indicator (KPI) to assess the reliability of a natural language processing AI model?
#47
Answer: C✅ Correct❌ Incorrect
Which of the following controls BEST helps reduce the risk of hallucinations in an AI model?
#48
Answer: D✅ Correct❌ Incorrect
Which data preparation method simplifies data correlations but presents the GREATEST risk for introducing bias?
#49
Answer: A✅ Correct❌ Incorrect
Which of the following controls would BEST minimize the risk of bias introduced into AI models from flawed training data?
#50
Answer: D✅ Correct❌ Incorrect
A logistics company uses an AI model to optimize delivery routes. Which of the following methods would BEST verify the model’s accuracy?
#51
Answer: C✅ Correct❌ Incorrect
Which of the following is the MOST important key indicator to assess when auditing the deployment of AI in predictive maintenance system in manufacturing operations?
#52
Answer: C✅ Correct❌ Incorrect
Which of the following techniques would be MOST effective as part of incident management procedures for a prompt injection attack?
#53
Answer: C✅ Correct❌ Incorrect
Which of the following should be applied to an AI system but are not typically used in traditional systems?
#54
Answer: B✅ Correct❌ Incorrect
An internal audit department has noticed that AI generated audit reports are generating false conclusions. Which of the following is the BEST way to correct this issue?
#55
Answer: C✅ Correct❌ Incorrect
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?
#56
Answer: B✅ Correct❌ Incorrect
Which of the following is MOST important to consider when auditing an organization’s AI procedures?
#57
Answer: A✅ Correct❌ Incorrect
An IS auditor is auditing a financial system in which a generative AI tool is used to identify trends in batches of 4,000 rows while the generative AI tool has a limit of 3,000 tokens. Which of the following is the GREATEST concern?
#58
Answer: B✅ Correct❌ Incorrect
When auditing a research agency’s use of generative AI models for analyzing scientific data which of the following is MOST critical to evaluate in order to prevent hallucinatory results and ensure the accuracy of outputs?
#59
Answer: A✅ Correct❌ Incorrect
An organization uses an AI-powered tool to detect and respond to cybersecurity threats in real time. An IS auditor finds that the tool produces excessive false positives, increasing the workload of the security team. Which of the following techniques should the auditor recommend to BEST evaluate the tool’s effectiveness in managing this issue?