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Last Updated: Jun 06, 2026

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PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions:

1. One of the key elements of a data-centric methodology is the data requirements phase. During CPMAI Phase II, several unexpected issues have developed and are now threatening the data collection efforts.
What course of action might make the issue worse?

A) See if you can expand the scope to continue with the project
B) See if you can adjust the scope of this interaction to continue with the project
C) See if you can purchase the data needed to continue with the project
D) See if you already have access to enough data to continue with the project


2. A project team is tasked with ensuring all AI-related decisions and actions are documented comprehensively for future auditing purposes. They need to track the reasons for specific AI choices, their impacts, and any issues encountered during the implementation.
What is represented in this situation?

A) Strategic alignment
B) Compliance management
C) Operational efficiency
D) Transparency


3. You have been receiving customer data for the past six months. However recently you notice that this data has drastically changed due to the upcoming holiday season.
What seems to be taking place?

A) Data Drift
B) Model Drift
C) An incomplete milestone list
D) Lack of stakeholder support


4. A hospital wants to develop a medical records system with the primary goal of minimizing or eliminating paper records. They have identified where the cognitive AI solution will be applied. In addition, business objectives have been quantified and key performance indicators (KPIs) have been determined.
What else needs to be done to progress to the next Cognitive Project Management for AI (CPMAI) phase?

A) Begin prototype development
B) Determine the project ROI
C) Create interdepartmental strategies
D) Explore external data sources


5. A team is getting ready to begin working on a ML project. They need to build a data preparation pipeline and someone on the team suggests they reuse the same pipeline they created for their last project.
What's wrong with this suggestion?

A) Pipelines are pattern and model need specific.
B) There is no issue. Pipelines can be reused as needed between projects.
C) Pipelines are pattern needs specific so as long as it's the same pattern then you can reuse the pipeline.
D) Pipelines are model operationalization need specific.


Solutions:

Question # 1
Answer: B
Question # 2
Answer: D
Question # 3
Answer: A
Question # 4
Answer: B
Question # 5
Answer: A

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