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PMI CPMAI Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Managing AI | 8% | - Stakeholder management - Managing AI project teams and resources - Risk management in AI projects |
| Trustworthy AI | 9% | - Privacy and security - Ethical considerations and bias - Transparency and explainability |
| Data for AI | 13% | - Data preparation and preprocessing - Data strategy and governance - DataOps concepts |
| CPMAI Methodology | 41% | - Phase II: Data Identification & Curation
|
| AI Fundamentals | 16% | - Concepts and terminology of Artificial Intelligence - AI capabilities and limitations - Types of AI and Machine Learning |
| Machine Learning | 13% | - Deep Learning and Neural Networks - Algorithms and models (e.g., NLP, Computer Vision) - Supervised, Unsupervised, and Reinforcement Learning |
PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions:
A city transportation department is deploying an AI model that adjusts traffic signal timing. The department is concerned that traffic patterns will shift seasonally and during major events. What is the best method to manage this risk after deployment?
- A. Increase the training dataset size once before launch
- B. Perform continuous monitoring and auditing for drift and performance degradation
- C. Disable model updates to maintain consistent behavior
- D. Rely on vendor guarantees instead of internal controls
Correct Answer: B 🗳️
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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?
- A. Evaluating the scalability of AI solutions for supply chain optimization
- B. Assessing the cost-benefit ratio of an AI implementation for the supply chain
- C. Determining the specific cognitive tasks that Al can perform within the supply chain
- D. Identifying noncognitive versus AI methods used in supply chain management
Correct Answer: D 🗳️
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Which of the following best describes the technical definition of Machine Learning?
- A. The application of pre-defined rules and algorithms to solve complex problems.
- B. An approach to using increasing levels of intelligence to solve greater cognitive needs from unintelligent automation to autonomous business process.
- C. The use of computing technology to enable machines to gain cognitive intelligence.
- D. A computer program is said to learn from experience E with respect to some class of tasks T and performance measure P if its performance at tasks in T, as measured by P, improves with experience E.
Correct Answer: D 🗳️
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Your company is insisting on running an automation project and applying AI best practices and methodologies to the project. You understand that automating things is just the act of using machines to repeat tasks, and does not require AI to achieve results. You think it is overkill but the project moves forward as planned. What would likely have helped avoid this conflict?
- A. Applying a hybrid approach of automation and AI best practices would have achieved better results.
- B. Nothing - running automation projects like autonomous projects is the correct thing to do.
- C. Everyone on the team should understand the differences between automation and autonomous systems.
- D. Senior management should become involved in the project.
Correct Answer: C 🗳️
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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?
- A. The chatbot may not integrate well with existing customer service platforms.
- B. The solution may not handle the volume of customer queries effectively.
- C. The solution might breach customer data privacy regulations, leading to legal consequences.
- D. The team may lack experience implementing AI-based customer service solutions.
Correct Answer: C 🗳️
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