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PMI CPMAI Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Data for AI | - Data identification and governance
| |
| AI Model Development and Iteration | - Model building and validation
| |
| Identify Business Needs and Solutions | 26% | - Problem framing and business alignment
|
| AI Operationalization and Governance | - Deployment and lifecycle management
| |
| Data Preparation for AI | - Data cleaning and transformation
| |
| AI System Testing and Evaluation | - Model evaluation and monitoring
|
PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions:
A healthcare organization is implementing an AI system for patient data management. The project manager must ensure compliance with data privacy regulations. In addition, they need to verify that the AI tool adheres to all relevant data access protocols and compliance standards.
What should the project manager do first to address these requirements?
- A. Develop and enforce a data governance framework.
- B. Establish a data privacy officer (DPO) role to oversee the AI system.
- C. Implement secure data protocols (SDPs) and monitoring.
- D. Conduct a comprehensive data protection impact assessment.
Correct Answer: A 🗳️
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In a complex healthcare project, a provider plans to implement AI for patient data analysis to improve diagnostic accuracy. The project involves the need for interoperability between the AI systems and existing healthcare databases. These databases contain sensitive patient information. The requirements involve strict ethical and legal regulations in various countries.
Which critical step must be performed?
- A. Maintaining high prediction accuracy
- B. Creating a regulatory impact report
- C. Implementing privacy impact assessments
- D. Performing a detailed financial risk analysis
Correct Answer: C 🗳️
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A team is running a forecasting project and wants to use previous user data to better predict future outcomes. However, the team does not have access to all the data they need.
Which action should the project manager take?
- A. Move forward while anticipating data access is given when needed. An iterative approach provides the ability to return to steps as needed later on.
- B. Move forward in order to remain on schedule with the project.
- C. Move forward cautiously with the understanding that there may be a need for a pause mid-project.
- D. Do not move forward until access is given to all the necessary data.
Correct Answer: A 🗳️
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An inexperienced team is training a neural network model on a desktop computer which is taking a significant amount of time. Which recommended approach will increase the speed of the model training time?
- A. Utilize a contractor to provide the model training portion.
- B. Train the model over multiple desktop computers.
- C. Divide the dataset into multiple smaller datasets and train the model on each dataset over a desktop computer.
- D. Train the model on graphics processing units (GPUs).
Correct Answer: D 🗳️
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An AI project team has completed an AI go/no-go assessment. They have discovered several technology and data factors to be insufficient. Which action should occur?
- A. Focus solely on technology upgrades, not data.
- B. Verify data quality and stakeholder alignment.
- C. Proceed with development despite data issues.
- D. Launch the AI project without further assessment.
Correct Answer: B 🗳️
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