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PMI CPMAI Exam Syllabus Topics:

SectionWeightObjectives
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. Feasibility and ROI analysis
        • 2. Define AI business objectives
          AI System Testing and Evaluation- Model evaluation and monitoring
          • 1. Performance evaluation and drift detection
            • 2. Explainability and reliability assessment
              AI Model Development and Iteration- Model building and validation
              • 1. Iterative delivery approach
                • 2. Machine learning / generative AI model development
                  AI Operationalization and Governance- Deployment and lifecycle management
                  • 1. Continuous improvement and monitoring
                    • 2. AI governance and responsible AI
                      Data for AI- Data identification and governance
                      • 1. Data compliance and ethics
                        • 2. Data sourcing and selection

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                          PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions (Q29-Q34):

                          NEW QUESTION # 29
                          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: B

                          Explanation:
                          Data drift occurs when the statistical properties of input data change over time, such as seasonal variations, affecting model performance if not addressed.


                          NEW QUESTION # 30
                          You have been tasked at your organization to manage a large language model (LLM) project.
                          Identify what LLMs are useful for. (Choose all that apply.)

                          Answer: A,B,C,D,E

                          Explanation:
                          Large Language Models (LLMs) excel at natural language tasks such as text summarization, machine translation, content classification, code generation, and enhancing search relevance.
                          Process automation typically involves other technologies beyond LLMs.


                          NEW QUESTION # 31
                          A project team plans to integrate a third-party foundation model into a customer-facing solution.
                          The vendor does not disclose training data sources or update schedules.
                          What risk should the project manager document as highest priority?

                          Answer: C

                          Explanation:
                          Undisclosed training data prevents verification of licensing, bias, and compliance exposure, while undisclosed update schedules mean model behavior can change without notice. These risks affect the reliability and legal standing of the deployed solution.


                          NEW QUESTION # 32
                          A manufacturing company is using an AI system for quality control. The project manager needs to ensure data privacy and compliance with industry standards. Which initial approach will effectively address these requirements?

                          Answer: B

                          Explanation:
                          Developing a comprehensive data governance plan is the most effective initial approach because it defines how data is collected, stored, accessed, protected, retained, and monitored in alignment with privacy obligations and industry standards.


                          NEW QUESTION # 33
                          During which phase of an AI project should you consider Trustworthy AI considerations?

                          Answer: B

                          Explanation:
                          Trustworthy AI principles must be integrated throughout every phase of the AI project to ensure ethical, transparent, and responsible AI development and deployment.


                          NEW QUESTION # 34
                          ......

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