What is the primary goal of change management in the context of AI solution adoption?

To reduce the cost of AI development

To help employees and stakeholders adapt to the new AI-driven processes

To minimize the technical complexity of the AI system

To ensure the AI model is accurate

In model validation, what is the primary purpose of using a separate test dataset that the model has not seen during training?

To increase the model's accuracy

To evaluate the model's performance on unseen data

To train the model on more data

A manufacturing company is introducing an AI-based predictive maintenance system. The plant managers are skeptical and fear that the system will replace their experienced maintenance staff. The project sponsor wants to ensure smooth adoption. What should the project team do first?

Provide training only after the system is fully deployed

Focus solely on the technical feasibility of the system

Engage plant managers in the design process and communicate how the system will augment their roles

Deploy the system in a pilot and demonstrate its benefits without prior communication

Which of the following is a key governance consideration when developing an AI system that processes personal data of individuals in the European Union?

Complying with GDPR requirements for data protection and privacy

Deploying the model on-premises to avoid any legal issues

Ensuring the model is trained on as much data as possible

Using only open-source software for development

ISACAAdvanced in AI Audit

Domain 2Objective 2

AI Solution Development Methodologies and Lifecycle AAIA Practice Questions (Page 2)

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

33questions here

7free pages

9concepts

46%of the exam

Questions 6–10

6foundation · easy
What is the primary goal of change management in the context of AI solution adoption?
Select an answer first
7foundation · easy
In model validation, what is the primary purpose of using a separate test dataset that the model has not seen during training?
Select an answer first
8foundation · easy
When deploying an AI model to production, which of the following is a key consideration for ensuring the system can handle varying loads?
Select an answer first
9application · medium
A manufacturing company is introducing an AI-based predictive maintenance system. The plant managers are skeptical and fear that the system will replace their experienced maintenance staff. The project sponsor wants to ensure smooth adoption. What should the project team do first?
Select an answer first
10foundation · easy
Which of the following is a key governance consideration when developing an AI system that processes personal data of individuals in the European Union?
Select an answer first

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