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PMI PMI-CPMAI Exam Syllabus Topics:

TopicDetails
Topic 1
  • Identifying Data Needs for AI Projects (Phase II): This section of the exam measures the skills of a Data Analyst and covers how to determine what data an AI project requires before development begins. It explains the importance of selecting suitable data sources, ensuring compliance with policy requirements, and building the technical foundations needed to store and manage data responsibly. The section prepares candidates to support early data planning so that later AI development is consistent and reliable.
Topic 2
  • Matching AI with Business Needs (Phase I): This section of the exam measures the skills of a Business Analyst and covers how to evaluate whether AI is the right fit for a specific organizational problem. It focuses on identifying real business needs, checking feasibility, estimating return on investment, and defining a scope that avoids unrealistic expectations. The section ensures that learners can translate business objectives into AI project goals that are clear, achievable, and supported by measurable outcomes.
Topic 3
  • Iterating Development and Delivery of AI Projects (Phase IV): This section of the exam measures the skills of an AI Developer and covers the practical stages of model creation, training, and refinement. It introduces how iterative development improves accuracy, whether the project involves machine learning models or generative AI solutions. The section ensures that candidates understand how to experiment, validate results, and move models toward production readiness with continuous feedback loops.

Reference: https://www.pmi.org/certifications/ai-project-management-cpmai

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PMI Certified Professional in Managing AI Sample Questions:

During the evaluation of an AI solution, the project team notices an unexpected decline in model performance. The model was previously achieving high accuracy but has recently shown increased error rates.
Which action will identify the cause of the performance decline?

  • A. Checking for issues in the data preprocessing pipeline that may have introduced noise
  • B. Analyzing the distribution of real world data for potential shifts
  • C. Increasing the amount of regularization to prevent overfitting
  • D. Reviewing recent changes made to the model ' s architecture and parameters
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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A government agency is operationalizing an AI system to optimize urban traffic flow that changes unexpectedly. The project manager needs to gather the required data from traffic cameras, sensors, and historical traffic patterns. What is an effective technique to meet the project manager's goals?

  • A. Implementing real-time data synchronization to ensure up-to-date traffic analysis
  • B. Applying dimensionality reduction to manage the complexity of traffic sensor data
  • C. Developing a probabilistic graphical model to infer latent traffic scenarios
  • D. Utilizing data augmentation to increase the diversity of traffic scenarios
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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A team needs to identify which parts of the project they are working on will require AI and which will not. In addition, they need to determine technology and data requirements.
Which method should be used?

  • A. Technical feasibility assessment
  • B. Components-based analysis
  • C. Detailed data mapping
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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A city transportation department is deploying an AI model that adjusts traffic signal timing. The department is concerned that traffic patterns will shift seasonally and during major events. What is the best method to manage this risk after deployment?

  • A. Increase the training dataset size once before launch
  • B. Disable model updates to maintain consistent behavior
  • C. Rely on vendor guarantees instead of internal controls
  • D. Perform continuous monitoring and auditing for drift and performance degradation
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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Clean and well-labeled datasets used for machine learning (ML) are being partitioned into three subsets:
training sets, validation sets, and test sets.
As the project team is working on these activities, what is an efficient way to split the data?

  • A. Use the same data for all sets.
  • B. Split by random subsampling.
  • C. Split by patterned subsampling.
  • D. Split by alphabetical order.
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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