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PMI CPMAI Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Identify Business Needs and Solutions26%- 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 Evaluation16%- Oversee model design, training, and validation
- Address model drift, explainability, and limitations
- Monitor performance, accuracy, and reliability
Topic 3: Operationalize AI Solution17%- Establish monitoring, maintenance, and improvement processes
- Manage change, adoption, and governance post-launch
- Deploy AI systems into production
Topic 4: Identify Data Needs26%- 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 Efforts15%- 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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