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PMI CPMAI Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: AI Model Development and Iteration- Model building and validation
  • 1. Machine learning / generative AI model development
    • 2. Iterative delivery approach
      Topic 2: Identify Business Needs and Solutions26%- Problem framing and business alignment
      • 1. Define AI business objectives
        • 2. Feasibility and ROI analysis
          Topic 3: AI System Testing and Evaluation- Model evaluation and monitoring
          • 1. Performance evaluation and drift detection
            • 2. Explainability and reliability assessment
              Topic 4: AI Operationalization and Governance- Deployment and lifecycle management
              • 1. Continuous improvement and monitoring
                • 2. AI governance and responsible AI
                  Topic 5: Data Preparation for AI- Data cleaning and transformation
                  • 1. Feature engineering and preparation
                    • 2. Data quality assurance
                      Topic 6: Data for AI- Data identification and governance
                      • 1. Data sourcing and selection
                        • 2. Data compliance and ethics

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                          PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions (Q98-Q103):

                          NEW QUESTION # 98
                          A data science team has produced working models through a series of ad hoc notebooks with hard-coded file paths and manually executed preprocessing steps.
                          What risk does this create for operationalization?

                          Answer: B

                          Explanation:
                          Manual, undocumented, and non-parameterized workflows cannot be reliably reproduced or automated in a production environment. This technical debt must be resolved through pipeline engineering before the model can be dependably operationalized.


                          NEW QUESTION # 99
                          A telecommunications company plans to operationalize a new AI-powered network optimization tool. The project manager needs to identify and map out all necessary tasks and associated resources. Which activity should the project manager perform?

                          Answer: C

                          Explanation:
                          Developing a work breakdown structure decomposes the AI operationalization work into manageable tasks and connects those tasks to the required resources, making it easier to define scope, responsibilities, and execution needs.


                          NEW QUESTION # 100
                          A national health insurance company is embarking on a complex AI project to assist in coordinating patient care across its multiple hospital network. The AI system will analyze large amounts of patient data to coordinate care, improve patient outcomes, and optimize resource allocation. Numerous healthcare providers' data needs to be integrated. The data includes patient information which is private. The project needs to comply with data privacy regulations in various countries. Which critical step should be performed to optimize representative training data?

                          Answer: B


                          NEW QUESTION # 101
                          In what way would you be using Generative AI if you used the results of the Generative AI solution to improve and accelerate your job?

                          Answer: B


                          NEW QUESTION # 102
                          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

                          Explanation:
                          Identifying the AI pattern early helps guide data collection and team skill requirements, ensuring the project is aligned with the correct technical approach and business goals.


                          NEW QUESTION # 103
                          ......

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