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PMI CPMAI Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Identify Business Needs and Solutions | 26% | - Define requirements, scope, and success criteria - Align AI initiatives with organizational strategy - Evaluate feasibility and value of AI solutions |
| Topic 2: Manage AI Model Development and Evaluation | 16% | - Oversee model design, training, and validation - Address model drift, explainability, and limitations - Monitor performance, accuracy, and reliability |
| Topic 3: Operationalize AI Solution | 17% | - Establish monitoring, maintenance, and improvement processes - Manage change, adoption, and governance post-launch - Deploy AI systems into production |
| Topic 4: Identify Data Needs | 26% | - Define data requirements and sources - Plan data collection, storage, and infrastructure - Ensure data quality, privacy, security, and compliance |
| Topic 5: 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:
Question 1
An aerospace firm is developing an AI system for predictive maintenance of their aircraft. The project team needs to define the required data to train the model. Which activity should the project manager implement?
A. Implementing data cleaning and preprocessing routines
B. Setting up real-time data streaming from aircraft sensors
C. Developing a comprehensive data collection strategy
D. Conducting a pilot test with a small dataset
Question 2
Your model has been working fine for the last three months, however recently you notice the model's performance has greatly declined. What seems to have been overlooked in your workflow pipeline?
A. Model Operationalization
B. Model Drift
C. Model retraining
D. Model reevaluation
Question 3
When building your model, you need to make sure you're not only checking for performance and making sure the model is giving the expected results. You also need to make sure the model is accomplishing the business objective. At what phase of CPMAI is this most appropriate to do this?
A. Phase VI
B. Phase IV
C. Phase II
D. Phase V
E. Phase III
F. Phase I
Question 4
An AI recommendation system has been in production for four months. The project manager wants to ensure the solution continues to deliver business value.
What is the most effective mechanism?
A. Establish a continuous feedback loop that captures outcomes and feeds monitoring and retraining decisions
B. Schedule an annual model audit
C. Compare monthly model accuracy against the original evaluation results
D. Survey users quarterly about their satisfaction with recommendations
Question 5
Senior management has tasked your group to analyze a data set to uncover insights into the data. What is the best approach to use to do this?
A. Data Governance
B. Data Integration
C. Data preparation
D. Data Mining or Data Analytics
Solutions:
| Question 1 Answer: C | Question 2 Answer: C | Question 3 Answer: D | Question 4 Answer: A | Question 5 Answer: D |
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