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PMI CPMAI Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Operationalize AI Solution | 17% | - Manage change, adoption, and governance post-launch - Establish monitoring, maintenance, and improvement processes - Deploy AI systems into production |
| Identify Business Needs and Solutions | 26% | - Define requirements, scope, and success criteria - Evaluate feasibility and value of AI solutions - Align AI initiatives with organizational strategy |
| Identify Data Needs | 26% | - Define data requirements and sources - Plan data collection, storage, and infrastructure - Ensure data quality, privacy, security, and compliance |
| Support Responsible and Trustworthy AI Efforts | 15% | - Establish ethical and governance frameworks - Ensure fairness, transparency, accountability - Manage bias, risk, compliance, and societal impact |
| Manage AI Model Development and Evaluation | 16% | - Monitor performance, accuracy, and reliability - Address model drift, explainability, and limitations - Oversee model design, training, and validation |
PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions:
In an aerospace project focused on predictive maintenance using AI, the project team is facing challenges in coordinating the AI models' operationalization across various manufacturing sites.
Strong governance and corporate guardrails are established, but each site has different computational capabilities and network latencies. What is an effective method that helps to ensure consistent AI performance across these sites?
- A. Implementing a centralized AI model repository
- B. Utilizing cloud-based AI services uniformly
- C. Operationalizing a decentralized AI architecture
- D. Using site-specific AI model tuning
Correct Answer: D 🗳️
Explanation: Only visible for Pass4Leader members. You can sign-up / login (it's free).
During the Data Understanding phase, a project team discovers that only 14 months of transaction history is available for a demand forecasting model that must account for multi-year seasonal cycles.
What is the most appropriate action for the project manager?
- A. Generate synthetic historical data to extend the time series
- B. Proceed with modeling and document the limitation in the risk register
- C. Reduce the forecast horizon to match the available data
- D. Raise a go/no-go decision point and reassess project feasibility
Correct Answer: D 🗳️
Explanation: Only visible for Pass4Leader members. You can sign-up / login (it's free).
You just joined a new company and they want to start their first AI project. Senior management thinks the best approach is to just buy AI from a vendor. You know that AI is something you do, not something you buy. What is your next best course of action to address this?
- A. Help senior management do research on AI vendors
- B. Say nothing and let the team figure it out for themselves
- C. Share prior experiences with how your last team addressed this problem and how you solved it
- D. Share prior experiences with how your last team addressed this problem and their data quality issues
Correct Answer: C 🗳️
Explanation: Only visible for Pass4Leader members. You can sign-up / login (it's free).
Your organization wants to use Generative AI. What are examples of when Generative AI can and should be used? (Choose all that apply.)
- A. Data Augmentation for Training
- B. Programmatic automated content generation
- C. Explainable Decision-support systems
- D. Content Generation
- E. Virtual Avatars and Characters
- F. Human Augmentation
Correct Answer: A,B,D,E,F 🗳️
Explanation: Only visible for Pass4Leader members. You can sign-up / login (it's free).
Your model has been working fine for the last three months, however recently you notice the model's performance has greatly declined. What seems to have been overlooked in your workflow pipeline?
- A. Model reevaluation
- B. Model Drift
- C. Model retraining
- D. Model Operationalization
Correct Answer: C 🗳️
Explanation: Only visible for Pass4Leader members. You can sign-up / login (it's free).
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