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PMI CPMAI Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Identify Business Needs and Solutions | 26% | - Problem framing and business alignment
|
| Topic 2: Data Preparation for AI | - Data cleaning and transformation
| |
| Topic 3: AI Model Development and Iteration | - Model building and validation
| |
| Topic 4: Data for AI | - Data identification and governance
| |
| Topic 5: AI Operationalization and Governance | - Deployment and lifecycle management
| |
| Topic 6: AI System Testing and Evaluation | - Model evaluation and monitoring
|
PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions:
A financial services firm is operationalizing an AI-driven fraud detection system. The project manager needs to ensure the tool complies with relevant data privacy laws while providing secure data access to only authorized personnel. What is an effective technique to address these requirements?
- A. Conducting a privacy impact assessment (PIA) to identify risks
- B. Utilizing role-based access control (RBAC) to limit data access
- C. Implementing real-time data verification (RTDV) processes
- D. Developing a comprehensive data classification policy (DCP)
Correct Answer: B 🗳️
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A project team is tasked with developing an AI system to optimize workflow efficiency by automating both cognitive and noncognitive tasks. The AI system will handle various tasks including data analysis and decision-making to routine administrative functions. The AI system needs to be integrated with the existing enterprise software and meet international regulations.
The team needs to manage data from multiple sources with different formats and standards. The AI system needs to evolve as business processes and technologies change. How would the results for the system be different if cognitive and noncognitive tasks are not separated?
- A. There would be inefficiencies in handling repetitive task processes.
- B. The AI system would have slower processing times.
- C. Complex algorithms would be applied to simple tasks.
- D. Cognitive tasks could underperform due to overloading.
Correct Answer: C 🗳️
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Different AI project team members are responsible for various parts of the project, both cognitive and non-cognitive. The project manager needs to ensure effective accountability documentation.
Which method will help to ensure accurate documentation?
- A. Assigning documentation responsibilities to a dedicated documentation team
- B. Using a centralized documentation system accessible to all team members
- C. Creating separate documentation protocols for cognitive and non-cognitive parts
- D. Implementing periodic documentation reviews by the project manager
Correct Answer: B 🗳️
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A project team is preparing to move to the next phase of implementation with an AI system.
However, they are unsure about the system's transparency requirements. Which next step should the project manager prioritize?
- A. Developing a detailed transparency documentation protocol
- B. Reviewing existing transparency standards and guidelines
- C. Holding a stakeholder meeting to discuss transparency needs
- D. Creating a user-friendly interface for transparency reporting
Correct Answer: B 🗳️
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Your model is going to be used for continuous monitoring of machinery, with need for continuous, instant model predictions. What's the most appropriate Model Operationalization approach?
- A. Web service / Microservice
- B. Real-time prediction
- C. Batch prediction
- D. Stream learning
Correct Answer: B 🗳️
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