What is the primary purpose of data integration in the context of AI model training?

To combine data from multiple sources into a unified dataset

A social media company is building an AI model to recommend content to users. The model uses user interaction data, including clicks, likes, and time spent on posts. The company's privacy team has mandated that user data be minimized and that users have the right to request deletion of their data. Which data handling practice best supports the privacy principle of data minimization?

Collect user data in its raw form and store it indefinitely in case it is needed for future model improvements.

Collect user data for a longer period to build a more comprehensive user profile, even if some data is not immediately used.

Collect only the data that is necessary for the recommendation model and avoid collecting sensitive attributes (e.g., race, religion) that are not required.

Collect all available user data, including sensitive attributes, to ensure the model has maximum information for accurate recommendations.

In the context of AI data handling, what is the primary purpose of obtaining consent from data subjects?

To improve the accuracy of the AI model

To ensure data is encrypted in transit

To reduce the cost of data storage

To provide a legal basis for processing personal data

ISACAAdvanced in AI Audit

Domain 2Objective 1

Data Management Specific to AI AAIA Practice Questions (Page 7)

Part of the AI Operations domain, which accounts for 46% of the AAIA exam.

40questions here

8free pages

12concepts

46%of the exam

Questions 31–35

31foundation · easy
An AI model for credit scoring is trained on data that is only updated quarterly. Which data quality dimension is most likely to be compromised?
Select an answer first
32foundation · easy
In the AI data lifecycle, which stage involves defining the purpose and scope of data collection, including identifying data sources and obtaining necessary permissions?
Select an answer first
33foundation · easy
What is the primary purpose of data integration in the context of AI model training?
Select an answer first
34application · medium
A social media company is building an AI model to recommend content to users. The model uses user interaction data, including clicks, likes, and time spent on posts. The company's privacy team has mandated that user data be minimized and that users have the right to request deletion of their data. Which data handling practice best supports the privacy principle of data minimization?
Select an answer first
35foundation · easy
In the context of AI data handling, what is the primary purpose of obtaining consent from data subjects?
Select an answer first

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Data Management Specific to AI AAIA Practice Questions (Page 7)

Questions 31–35

An AI model for credit scoring is trained on data that is only updated quarterly. Which data quality dimension is most likely to be compromised?

In the AI data lifecycle, which stage involves defining the purpose and scope of data collection, including identifying data sources and obtaining necessary permissions?

What is the primary purpose of data integration in the context of AI model training?

In the context of AI data handling, what is the primary purpose of obtaining consent from data subjects?

Keep studying — AI Operations