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PMI CPMAI Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Identify Business Needs and Solutions | 26% | - Align AI initiatives with organizational strategy - Evaluate feasibility and value of AI solutions - Define requirements, scope, and success criteria |
| Support Responsible and Trustworthy AI Efforts | 15% | - Ensure fairness, transparency, accountability - Manage bias, risk, compliance, and societal impact - Establish ethical and governance frameworks |
| Identify Data Needs | 26% | - Ensure data quality, privacy, security, and compliance - Define data requirements and sources - Plan data collection, storage, and infrastructure |
| Manage AI Model Development and Evaluation | 16% | - Oversee model design, training, and validation - Address model drift, explainability, and limitations - Monitor performance, accuracy, and reliability |
| Operationalize AI Solution | 17% | - Deploy AI systems into production - Manage change, adoption, and governance post-launch - Establish monitoring, maintenance, and improvement processes |
PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions:
Before developing a complex model, a project team builds a simple rules-based version of the solution using existing business logic.
What is the primary purpose of this?
- A. To satisfy stakeholder requests for early delivery
- B. To validate that the data pipeline can handle production volumes
- C. To reduce the amount of labeled data required
- D. To establish a baseline that the AI model must outperform to justify its cost
Correct Answer: D 🗳️
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Your team is ready to operationalize the model they have been working on. It's a model that is meant to be used on an "edge device", specifically a mobile phone and the user may sometimes be in remote locations without regular access to the internet. What's the most important thing to consider here?
- A. Make sure that you can use Generative AI solutions on an edge device
- B. Make sure the model lives in a hybrid environment
- C. Make sure the model lives on the edge device so it can be used regardless of internet connection
- D. Make sure the model is available over a cloud-based API
Correct Answer: C 🗳️
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Your team was given a large dataset and has been tasked with organizing the data by type to make better insights from the results. You are facing problems with the approach that the previous project lead used which was a regression algorithm. What type of algorithm is the best approach for this project?
- A. Binary (or Binomial) Classification
- B. Clustering
- C. Regression
- D. Multiclass Classification
Correct Answer: B 🗳️
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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 project management office with AI project templates
- B. An AI ethics or responsible AI review board with defined authority
- C. A model risk management policy issued by internal audit
- D. A data quality council reporting to the CIO
Correct Answer: B 🗳️
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An energy technology company needs to convey data understanding to the leadership team for an AI project aimed at predicting equipment failures. The project involves analyzing sensor data from various equipment. Which necessary initial task should the project manager take?
- A. Develop a preprocessing pipeline to clean and normalize sensor data.
- B. Use a generative adversarial network (GAN) to simulate equipment behavior.
- C. Construct a graphical model using DALL-E to depict failure predictions.
- D. Employ a support vector machine to classify sensor data.
Correct Answer: A 🗳️
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