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PMI CPMAI Exam Syllabus Topics:

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

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                          PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions (Q130-Q135):

                          NEW QUESTION # 130
                          A hospital wants to develop a medical records system with the primary goal of minimizing or eliminating paper records. They have identified where the cognitive AI solution will be applied. In addition, business objectives have been quantified and key performance indicators (KPIs) have been determined.
                          What else needs to be done to progress to the next Cognitive Project Management for AI (CPMAI) phase?

                          Answer: A


                          NEW QUESTION # 131
                          You have just joined a team and they are working on a new project. The project lead isn't sure what type of technology should be used on this project - AI or a traditional software development approach. What is the best way to determine if you have the criteria for a good AI / ML Project?

                          Answer: D

                          Explanation:
                          Evaluating whether the project involves cognitive technology and addresses an immediate need helps determine if AI/ML is the appropriate approach over traditional software development.


                          NEW QUESTION # 132
                          A telecommunications company is considering an AI solution to improve customer service through automated chatbots. The project team is assessing the feasibility of the AI solution by examining its potential scalability and effectiveness.
                          What will present the highest risk to the company?

                          Answer: D

                          Explanation:
                          Breaching customer data privacy regulations creates the most significant organizational risk because it can lead to legal penalties, regulatory sanctions, reputational damage, and loss of customer trust. Unlike capacity, skills, or integration issues - which are technical problems that can be remediated within the project - a privacy violation has irreversible consequences that extend beyond the project to the entire company. Privacy compliance must therefore be a primary consideration when assessing an AI chatbot solution in a regulated industry.


                          NEW QUESTION # 133
                          You're working with petabytes of data and need to make this dataset more manageable. To do this, you want to reduce the number of variables under consideration. What is the name for this process?

                          Answer: C

                          Explanation:
                          Dimensionality reduction reduces the number of input variables, simplifying the dataset while preserving important information for modeling.


                          NEW QUESTION # 134
                          A manufacturing company is considering implementing an AI solution to optimize its supply chain.
                          The project manager needs to determine if AI is necessary for this task. Which action will address the requirements?

                          Answer: C

                          Explanation:
                          Identifying noncognitive versus AI methods helps determine whether the supply chain optimization task truly requires cognitive AI capabilities or can be solved with traditional automation, analytics, or rule-based methods. This ensures AI is used only where it adds meaningful value.


                          NEW QUESTION # 135
                          ......

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