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PMI CPMAI Exam Syllabus Topics:

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

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                          PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions (Q294-Q299):

                          NEW QUESTION # 294
                          During the initial phase of an AI project, the team is assessing project success criteria. The project manager discovers that the project may be violating some compliance rules.
                          What problem describes the issue the project team is facing?

                          Answer: B


                          NEW QUESTION # 295
                          An AI team is defining success criteria for a customer support chatbot. Leadership wants to approve the project but needs objective measures that reflect both business value and risk.
                          Which set of metrics is most appropriate?

                          Answer: B

                          Explanation:
                          PMI-CPMAI emphasizes establishing acceptable performance metrics and aligning AI outcomes to business value while ensuring responsible and trustworthy practices. For chatbots, business value includes deflection/containment (how many issues are resolved without human agents), customer experience (satisfaction), and operational performance (latency). Risk measures must also be included because trustworthy AI requires governance and compliance controls (privacy/security, transparency, accountability). Therefore, metrics that combine outcomes and controls--user satisfaction, containment, correct escalation/hand-off, and privacy/compliance incident rates--are the most PMI-aligned set.


                          NEW QUESTION # 296
                          Your organization wants to keep an eye on AI systems for Governance purposes. What are the most crucial things to consider? (Select all that apply.)

                          Answer: B,E,G,H


                          NEW QUESTION # 297
                          Your team is working on an AI system to provide a more personalized experience for customers on your website. What should the team do in regard to determining the pattern of AI with regards to the ROI of the project?

                          Answer: D


                          NEW QUESTION # 298
                          A government agency is using an AI system to analyze public data for policymaking decisions.
                          The project manager needs to address the risks related to data accuracy, privacy, and misuse.
                          What represents the highest risk to the agency?

                          Answer: C

                          Explanation:
                          Storing user data in an unsecured database creates the highest risk because it directly exposes sensitive information to unauthorized access, privacy violations, misuse, and regulatory noncompliance. For a government AI system, weak data security can undermine public trust and create serious legal and ethical consequences.


                          NEW QUESTION # 299
                          ......

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