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PMI CPMAI Exam Syllabus Topics:

SectionWeightObjectives
AI Model Development and Iteration- Model building and validation
  • 1. Machine learning / generative AI model development
    • 2. Iterative delivery approach
      Data for AI- Data identification and governance
      • 1. Data sourcing and selection
        • 2. Data compliance and ethics
          AI System Testing and Evaluation- Model evaluation and monitoring
          • 1. Explainability and reliability assessment
            • 2. Performance evaluation and drift detection
              Data Preparation for AI- Data cleaning and transformation
              • 1. Feature engineering and preparation
                • 2. Data quality assurance
                  Identify Business Needs and Solutions26%- Problem framing and business alignment
                  • 1. Define AI business objectives
                    • 2. Feasibility and ROI analysis
                      AI Operationalization and Governance- Deployment and lifecycle management
                      • 1. Continuous improvement and monitoring
                        • 2. AI governance and responsible AI

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                          PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions (Q301-Q306):

                          NEW QUESTION # 301
                          A financial institution is implementing a new AI system for fraud detection. The project team must ensure the data meets the needs of the AI solution by verifying data quality, completeness, and relevance. They have access to various internal and external data sources. Which method addresses the project team's objectives?

                          Answer: D


                          NEW QUESTION # 302
                          Leadership wants a new HR system built that will better handle potential candidate matching. The project manager assigned to this project believes that the project is well-suited for AI, however they are unsure which pattern of AI this would be.
                          What should the project manager do?

                          Answer: B


                          NEW QUESTION # 303
                          You have been tasked with creating a model that will recommend products based on what other customers have similarly purchased. Which algorithm is the best choice given this situation?

                          Answer: C

                          Explanation:
                          K Nearest Neighbor is well-suited for recommendation systems as it identifies similar customers based on purchasing behavior to suggest products.


                          NEW QUESTION # 304
                          A project team is using a generative AI assistant to draft stakeholder communications. The drafts are often generic and miss project constraints. What is the most likely cause?

                          Answer: B

                          Explanation:
                          PMI guidance on using GenAI highlights that prompts must provide context, guidance, and constraints; otherwise outputs tend to be vague or unhelpful. If stakeholder communications miss constraints (scope boundaries, timeline, dependencies, risk posture), the most likely cause is insufficient prompt specificity--e.g., missing audience, intent, tone, project phase, constraints, and success criteria. PMI explains that the utility of GenAI outputs is strongly tied to the granularity of input: when prompts lack detail, results often become generic and misaligned with the real need.
                          In CPMAI-aligned execution, this is addressed by iteratively refining prompts (diverge then converge), adding structured context such as assumptions, constraints, and acceptance criteria, and validating outputs against governance expectations for accuracy and appropriateness.


                          NEW QUESTION # 305
                          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?

                          Answer: D


                          NEW QUESTION # 306
                          ......

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