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PMI CPMAI Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Identify Data Needs | 26% | - Ensure data quality, privacy, security, and compliance - Plan data collection, storage, and infrastructure - Define data requirements and sources |
| Topic 2: Identify Business Needs and Solutions | 26% | - Define requirements, scope, and success criteria - Align AI initiatives with organizational strategy - Evaluate feasibility and value of AI solutions |
| Topic 3: Manage AI Model Development and Evaluation | 16% | - Monitor performance, accuracy, and reliability - Oversee model design, training, and validation - Address model drift, explainability, and limitations |
| Topic 4: Support Responsible and Trustworthy AI Efforts | 15% | - Establish ethical and governance frameworks - Manage bias, risk, compliance, and societal impact - Ensure fairness, transparency, accountability |
| Topic 5: 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:
One of the key elements of a data-centric methodology is the data requirements phase. During CPMAI Phase II, several unexpected issues have developed and are now threatening the data collection efforts. What course of action might make the issue worse?
- A. See if you can adjust the scope of this interaction to continue with the project
- B. See if you already have access to enough data to continue with the project
- C. See if you can expand the scope to continue with the project
- D. See if you can purchase the data needed to continue with the project
Correct Answer: C 🗳️
Explanation: Only visible for PrepAwayExam members. You can sign-up / login (it's free).
You have just joined a team and they are working on a new project. The project lead isn't sure what type of technology should be used on this project - AI or a traditional software development approach. What is the best way to determine if you have the criteria for a good AI / ML Project?
- A. Determine the long-term need for the organization and build the project to that long-term goal.
- B. Determine whether the project has a cognitive technology component and meets a short-term need.
- C. Evaluate whether the solution can be done with automation.
- D. Determine if the project fits within the scope, budget, and timeline set out.
Correct Answer: B 🗳️
Explanation: Only visible for PrepAwayExam members. You can sign-up / login (it's free).
A hospital system has been using a chatbot and has received complaints from end users. The end users believe they are speaking to a person but are frustrated when answers do not make sense. To help ensure end users know that they are engaging with an AI chatbot, what should be considered to support transparency?
- A. Use of interpretable AI models
- B. Inclusion of diverse data sets
- C. Operationalize advanced algorithms
- D. Disclosure notice with each use
Correct Answer: D 🗳️
Explanation: Only visible for PrepAwayExam members. You can sign-up / login (it's free).
Your team is running a forecasting project and wants to use previous user data to better predict future outcomes. However, your team doesn't have access to all the data it needs. What's the best course of action?
- A. Do not move forward until you have access to all the data you need.
- B. Cautiously move forward knowing you may need to pause mid-project which is ok.
- C. Move ahead as planned so you stay on time with your project.
- D. Move ahead as planned and hope you get access to the data once you need it. Since you're using an iterative approach you can always go back to steps as needed later on.
Correct Answer: B 🗳️
Explanation: Only visible for PrepAwayExam members. You can sign-up / login (it's free).
An aerospace engineering firm is developing a machine learning model to predict component failures. The project manager needs help to ensure the training data is representative of real- world scenarios. Which method will meet the project manager's objective?
- A. Relying solely on synthetic data
- B. Analyzing competitor data
- C. Using historical data from multiple sources
- D. Implementing real-time data monitoring
Correct Answer: C 🗳️
Explanation: Only visible for PrepAwayExam members. You can sign-up / login (it's free).
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