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PMI CPMAI Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Identify Business Needs and Solutions26%- Define requirements, scope, and success criteria
- Evaluate feasibility and value of AI solutions
- Align AI initiatives with organizational strategy
Topic 2: Support Responsible and Trustworthy AI Efforts15%- Manage bias, risk, compliance, and societal impact
- Establish ethical and governance frameworks
- Ensure fairness, transparency, accountability
Topic 3: Identify Data Needs26%- Plan data collection, storage, and infrastructure
- Ensure data quality, privacy, security, and compliance
- Define data requirements and sources
Topic 4: Manage AI Model Development and Evaluation16%- Address model drift, explainability, and limitations
- Oversee model design, training, and validation
- Monitor performance, accuracy, and reliability
Topic 5: Operationalize AI Solution17%- Manage change, adoption, and governance post-launch
- Establish monitoring, maintenance, and improvement processes
- Deploy AI systems into production

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PMI Cognitive Project Management in AI (PMI-CPMAI) Sample Questions (Q87-Q92):

NEW QUESTION # 87
Enhancing and cleaning data is an important action during which phase of CPMAI?

Answer: D

Explanation:
Phase II of CPMAI is focused on data preparation, including enhancing and cleaning data to ensure quality input for model training.


NEW QUESTION # 88
When building your model, you need to make sure you're not only checking for performance and making sure the model is giving the expected results. You also need to make sure the model is accomplishing the business objective. At what phase of CPMAI is this most appropriate to do this?

Answer: C

Explanation:
Phase V of CPMAI focuses on model evaluation, including validating that the model meets business objectives and performs as expected before deployment.


NEW QUESTION # 89
In a government healthcare AI project, the objective is to reduce patient wait times by optimizing staff schedules. After 6 months, the cost is US$500,000 with a completion rate of 60%. The project manager needs to determine the return on investment (ROI) to justify the current expenditure. What is an effective method to achieve this objective?

Answer: C

Explanation:
PMI-CPMAI expects the project manager to determine ROI by calculating expected benefits, estimating total cost of ownership, developing a financially justified business case, and creating cost- benefit analysis to support stakeholder decisions. In this scenario, the project is only 60% complete, so the full benefits (reduced wait times, throughput gains, staffing efficiency) may not yet be fully realized or measurable. Under PMI's ROI determination intent--supporting business case justification while outcomes are still unfolding--an effective method is to project future benefits and compare them to investment, which is what an NPV model enables. NPV is useful when benefits accrue over time and when decision makers need a defensible view of value before full delivery, because it discounts future benefits and costs into today's terms for comparison.


NEW QUESTION # 90
Your team is working on a new facial recognition application. Since this technology has the potential to be mis-used you think it's important to set guidelines for the proper use of this application and you want to make sure the AI system is built for some positive purpose. What area of Trustworthy AI does this best fall under?

Answer: C


NEW QUESTION # 91
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?

Answer: A


NEW QUESTION # 92
......

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