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PMI CPMAI Exam Syllabus Topics:

SectionWeightObjectives
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. Explainability and reliability assessment
        • 2. Performance evaluation and drift detection
          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 Operationalization and Governance- Deployment and lifecycle management
                  • 1. AI governance and responsible AI
                    • 2. Continuous improvement and monitoring
                      Data Preparation for AI- Data cleaning and transformation
                      • 1. Data quality assurance
                        • 2. Feature engineering and preparation

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

                          A government agency is developing an AI system to predict infrastructure failures. The data team needs to ensure that the dataset includes historical maintenance records, environmental data, and equipment usage logs. However, they are encountering issues with data from multiple sources being in different formats. Which two methods should be applied to meet the data team's objectives? (Choose two.)

                          • A. Adopting a hybrid data preparation pipeline
                          • B. Utilizing a multiformat data integration tool
                          • C. Implementing a data normalization process
                          • D. Applying a diversified data ingestion model
                          • E. Depending only on manual entry for format standardization
                          Reveal Solution  Discussion  0

                          Correct Answer: B,C  🗳️

                          Explanation: Only visible for PassLeaderVCE members. You can sign-up / login (it's free).

                          An organization is establishing oversight for multiple AI initiatives and wants consistent review of fairness, transparency, and acceptable use across projects.
                          What governance mechanism best addresses this need?

                          • A. A data quality council reporting to the CIO
                          • B. A model risk management policy issued by internal audit
                          • C. An AI ethics or responsible AI review board with defined authority
                          • D. A project management office with AI project templates
                          Reveal Solution  Discussion  0

                          Correct Answer: C  🗳️

                          Explanation: Only visible for PassLeaderVCE members. You can sign-up / login (it's free).

                          An AI project must comply with strict data protection and industry regulations. The project manager needs to ensure all processes align with legal requirements throughout the lifecycle.
                          Which stakeholder is most critical to involve continuously?

                          • A. UX designer
                          • B. Legal and compliance officer
                          • C. Data engineer
                          • D. Scrum master
                          Reveal Solution  Discussion  0

                          Correct Answer: B  🗳️

                          Explanation: Only visible for PassLeaderVCE members. You can sign-up / login (it's free).

                          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?

                          • A. Improve data understanding and preparation.
                          • B. Implement comprehensive bias detection metrics.
                          • C. Increase the data set size without considering diversity.
                          • D. Enhance the key performance indicator (KPI) metrics.
                          Reveal Solution  Discussion  0

                          Correct Answer: A  🗳️

                          Explanation: Only visible for PassLeaderVCE members. You can sign-up / login (it's free).

                          A project manager overseeing an AI project is concerned about potential data privacy violations.
                          Before progressing further with the project, what should the project manager do to address this concern?

                          • A. Conduct a thorough compliance audit against data regulations.
                          • B. Develop a comprehensive data risk management framework.
                          • C. Implement real-time monitoring tools for data access control.
                          • D. Establish a cross-functional team to handle data governance.
                          Reveal Solution  Discussion  0

                          Correct Answer: A  🗳️

                          Explanation: Only visible for PassLeaderVCE members. You can sign-up / login (it's free).

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