AAIA Exam Dumps | Which of the following is the MOST important task when gathering data during the AI system development

Home
ISACA
ISACA Advanced in AI Audit
ISACA.AAIA.v2026-07-01.q111
Question 58

Valid AAIA Dumps shared by EduDump.com for Helping Passing AAIA Exam! EduDump.com now offer the newest AAIA exam dumps, the EduDump.com AAIA exam questions have been updated and answers have been corrected get the newest EduDump.com AAIA dumps with Test Engine here:

Access AAIA Dumps Premium Version
(275 Q&As Dumps, 35%OFF Special Discount Code: freecram)

<< Prev Question Next Question >>

Question 58/111

Which of the following is the MOST important task when gathering data during the AI system development process?

A. Stratifying the data

B. Isolating the system

C. Cleaning the data

D. Training the system

Correct Answer: C

Data cleaning is a foundational task in the AI development lifecycle. The AAIA™ Study Guide identifies data quality-ensuring completeness, accuracy, consistency, and correctness-as critical to building effective and unbiased AI systems. Cleaning the data involves removing duplicates, correcting errors, addressing missing values, and standardizing formats.
"Data cleaning is a prerequisite for effective training and evaluation. Poor-quality data leads to inaccurate or misleading model outputs, increasing operational and ethical risks." While training (D) is essential, it must occur only after the data has been adequately prepared. Stratification (A) supports certain modeling approaches but is secondary to data integrity. Therefore, C is the most important task at the data-gathering stage.
Reference: ISACA Advanced in AI Audit™ (AAIA™) Study Guide, Section: "AI Fundamentals and Technologies," Subsection: "Data Collection and Preparation"

Your email address will not be published. Required fields are marked *

Comment: *

Name: *

Email: *

Rating: *

Verification: *

Question List (111q): Question 1: An IS auditor is evaluating an organization ' s incident man...; Question 2: Which of the following data management practices poses the G...; Question 3: Which of the following is the BEST way to support the develo...; Question 4: During an audit of an investment organization ' s AI-powered...; Question 5: When auditing an AI system, which of the following steps ens...; Question 6: An IS auditor is reviewing a dataset used by a university to...; Question 7: Which of the following is the GREATEST risk associated with ...; Question 8: A generative AI system has a validation control in place to ...; Question 9: When utilizing a machine learning (ML) model to predict whet...; Question 10: An organization has deployed a generative AI system for cust...; Question 11: What should be the IS auditor ' s GREATEST concern when an o...; Question 12: An IS auditor reviewed an AI-enabled software for processing...; Question 13: Which of the following is MOST important for an IS auditor t...; Question 14: Which of the following techniques BEST supports machine lear...; Question 15: Which of the following is the GREATEST challenge when auditi...; Question 16: An IS auditor is interviewing management about implemented c...; Question 17: Which of the following testing techniques would BEST validat...; Question 18: An AI tool is being implemented for a regional healthcare or...; Question 19: Which of the following would be MOST useful for an IS audito...; Question 20: Which of the following types of AI can use unlabeled data se...; Question 21: A newly deployed fraud detection model is misclassifying tra...; Question 22: When utilizing a machine learning (ML) model to predict whet...; Question 23: An organization implements a neural network-based AI system ...; Question 24: Which of the following is the BEST key performance indicator...; Question 25: An IS auditor notes the combined number of records utilized ...; Question 26: An IS auditor is testing an AI-based fraud detection system ...; Question 27: An organization is evaluating change management practices fo...; Question 28: An organization ' s system development process has been enha...; Question 29: Which of the following controls would MOST effectively mitig...; Question 30: An organization is adopting AI for its procurement and inven...; Question 31: An AI developer notices that the labeling guidelines changed...; Question 32: An IS auditor is auditing an AI system that predicts invento...; Question 33: Which metric should an IS auditor review to evaluate issues ...; Question 34: An organization ' s fraud detection model achieves high accu...; Question 35: Which of the following should be an IS auditor's GREATEST co...; Question 36: An IS auditor uses an internally developed generative AI too...; Question 37: Which of the following is the GREATEST concern when an audit...; Question 38: Which of the following techniques BEST assesses an AI model'...; Question 39: When using off-the-shelf AI models, which of the following i...; Question 40: An IS auditor identified data quality issues as a result of ...; Question 41: Which of the following is the BEST approach to mitigate the ...; Question 42: An AI audit tool incorrectly flagged that business decisions...; Question 43: The internal audit department of a large law firm plans to i...; Question 44: Which of the following is the PRIMARY benefit of implementin...; Question 45: Which of the following is MOST important to review in order ...; Question 46: When auditing a machine learning (ML) solution, false positi...; Question 47: An insurance organization deployed an AI tool for assigning ...; Question 48: Which of the following is the GREATEST benefit of integratin...; Question 49: The PRIMARY objective of auditing AI systems is to:...; Question 50: An IS auditor has discovered that an organization ' s AI sys...; Question 51: During a pre-implementation risk assessment, an AI model is ...; Question 52: Which of the following pre-processing steps would MOST effec...; Question 53: Which use case for an AI model to be used by a food delivery...; Question 54: When an auditor is using AI to test controls, what would be ...; Question 55: Which of the following BEST helps an organization manage bia...; Question 56: In deep learning neural networks, which of the following lay...; Question 57: Which of the following is the MOST important step in an AI i...; Question 58: Which of the following is the MOST important task when gathe...; Question 59: Which of the following is the GREATEST risk of using AI to g...; Question 60: Which of the following BEST enables an AI model to solve com...; Question 61: An IS auditor identifies that an AI model occasionally inven...; Question 62: Which metric is MOST important to consider when reviewing th...; Question 63: An AI social media platform uses an algorithm to increase us...; Question 64: Which of the following BEST demonstrates effective coordinat...; Question 65: Which of the following is the MOST important reason for meas...; Question 66: An organization deploys an AI recruitment platform to screen...; Question 67: Which of the following is an IS auditor ' s MOST important c...; Question 68: Which of the following is the GREATEST risk associated with ...; Question 69: An IS auditor is reviewing AI-driven processes that automate...; Question 70: When an IS auditor is reviewing results from an AI system, w...; Question 71: An IS auditor is testing an AI model used for determining in...; Question 72: Which of the following AI system characteristics would BEST ...; Question 73: An IS auditor is considering the integration of AI technique...; Question 74: Which of the following is MOST important to consider when au...; Question 75: An organization is using a large language model (LLM) to ass...; Question 76: An IS auditor reviewing documentation for an AI model notes ...; Question 77: During an audit of a bank ' s AI credit scoring system, an I...; Question 78: Which of the following insider threats involving the use of ...; Question 79: An IS auditor uses an AI model to summarize worksheets, but ...; Question 80: Which of the following is the PRIMARY advantage of using K-f...; Question 81: Which of the following is the GREATEST benefit of using AI t...; Question 82: Which role is BEST suited to define the implementation roadm...; Question 83: Which of the following is the GREATEST risk associated with ...; Question 84: Which of the following is the MOST important reason to condu...; Question 85: An organization is training a skin cancer recognition model....; Question 86: An IS auditor is planning an audit covering a vendor-provide...; Question 87: Which of the following is MOST important for an IS auditor t...; Question 88: An IS auditor is reviewing a dataset used by a university. W...; Question 89: Which of the following would be of GREATEST concern regardin...; Question 90: An IS auditor finds that an AI model ' s outputs are not bei...; Question 91: While evaluating a complex machine learning (ML) model used ...; Question 92: Which of the following is the GREATEST benefit of using larg...; Question 93: An organization plans to share customer data collected throu...; Question 94: An IS auditor is reviewing change documentation of an AI mod...; Question 95: Which of the following is the MOST frequent cause of generat...; Question 96: An IS auditor is planning an audit of an AI medical prognosi...; Question 97: What is the MOST important reason government organizations s...; Question 98: Which of the following is MOST important to consider when ev...; Question 99: An IS auditor for a veterinary clinic was informed that the ...; Question 100: An organization is using information gathered from customer ...; Question 101: Which of the following is the GREATEST data quality risk whe...; Question 102: Which of the following is the BEST approach to mitigate the ...; Question 103: An organization ' s AI model used in the recruitment screeni...; Question 104: Which control is MOST important to verify in order to ensure...; Question 105: Which of the following BEST ensures that an AI system compli...; Question 106: Which of the following is the GREATEST risk when a generativ...; Question 107: To confirm the fairness of AI model decisions, the BEST way ...; Question 108: Which of the following is the MOST important reason to estab...; Question 109: Which of the following metrics are the BEST indication of a ...; Question 110: A healthcare organization uses data clustering to group pati...; Question 111: Which of the following is the MOST important course of actio...

[×]

Download PDF File

Enter your email address to download ISACA.AAIA.v2026-07-01.q111.pdf

Email:

Disclaimer:
Freecram doesn't offer Real GIAC Exam Questions. Freecram doesn't offer Real SAP Exam Questions. Freecram doesn't offer Real (ISC)² Exam Questions. Freecram doesn't offer Real CompTIA Exam Questions. Freecram doesn't offer Real Microsoft Exam Questions.
Oracle and Java are registered trademarks of Oracle and/or its affiliates.
Freecram material do not contain actual actual Oracle Exam Questions or material.
Microsoft®, Azure®, Windows®, Windows Vista®, and the Windows logo are registered trademarks of Microsoft Corporation.
Freecram Materials do not contain actual questions and answers from Cisco's Certification Exams. The brand Cisco is a registered trademark of CISCO, Inc.
CFA Institute does not endorse, promote or warrant the accuracy or quality of these questions. CFA® and Chartered Financial Analyst® are registered trademarks owned by CFA Institute.
Freecram does not offer exam dumps or questions from actual exams. We offer learning material and practice tests created by subject matter experts to assist and help learners prepare for those exams. All certification brands used on the website are owned by the respective brand owners. Freecram does not own or claim any ownership on any of the brands.

Question 58/111

LEAVE A REPLY

Download PDF File