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PMI CPMAI Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Manage AI Model Development and Evaluation | 16% | - Oversee model design, training, and validation - Address model drift, explainability, and limitations - Monitor performance, accuracy, and reliability |
| Identify Data Needs | 26% | - Plan data collection, storage, and infrastructure - Define data requirements and sources - Ensure data quality, privacy, security, and compliance |
| Identify Business Needs and Solutions | 26% | - Define requirements, scope, and success criteria - Evaluate feasibility and value of AI solutions - Align AI initiatives with organizational strategy |
| Operationalize AI Solution | 17% | - Establish monitoring, maintenance, and improvement processes - Deploy AI systems into production - Manage change, adoption, and governance post-launch |
| Support Responsible and Trustworthy AI Efforts | 15% | - Ensure fairness, transparency, accountability - Manage bias, risk, compliance, and societal impact - Establish ethical and governance frameworks |
PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions:
While developing a demand forecasting model, the team inadvertently includes future sales data during training. The model shows unusually high accuracy during testing but performs poorly in real deployment. What issue has occurred in this scenario?
- A. Data leakage
- B. Model instability
- C. Concept drift
- D. Sampling bias
Correct Answer: A 🗳️
Explanation: Only visible for TestKingFree members. You can sign-up / login (it's free).
An IT services company project manager is creating an AI project scope statement. They need to include details on the environments, devices, and personnel that will use the AI solution. What should the project manager do?
- A. Gain stakeholder buy-in to proceed with the project.
- B. Develop a comprehensive usage scenario analysis.
- C. Perform a detailed technical requirements audit for the scope statement.
- D. Create an AI efficacy program to complete the scope statement.
Correct Answer: B 🗳️
Explanation: Only visible for TestKingFree members. You can sign-up / login (it's free).
An AI project team is assessing the scalability of a healthcare solution. Which factor should the project manager consider to help ensure the solution is scalable?
- A. Ability to handle increased loads
- B. Compliance with data regulations
- C. Integration with the existing infrastructure
- D. Human oversight requirements
Correct Answer: A 🗳️
Explanation: Only visible for TestKingFree members. You can sign-up / login (it's free).
A project manager overseeing an AI project is concerned about potential data privacy violations.
Before progressing further with the project, what should the project manager do to address this concern?
- A. Establish a cross-functional team to handle data governance.
- B. Develop a comprehensive data risk management framework.
- C. Conduct a thorough compliance audit against data regulations.
- D. Implement real-time monitoring tools for data access control.
Correct Answer: C 🗳️
Explanation: Only visible for TestKingFree members. You can sign-up / login (it's free).
The team is evaluating where the sources of the data for training are. What phase of CPMAI are they in?
- A. Phase III
- B. Phase I
- C. Phase VI
- D. Phase II
- E. Phase V
- F. Phase IV
Correct Answer: D 🗳️
Explanation: Only visible for TestKingFree members. You can sign-up / login (it's free).
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