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PMI CPMAI Exam Syllabus Topics:

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

1. 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 retraining
B) Model Drift
C) Model Operationalization
D) Model reevaluation


2. An aerospace company is integrating AI for predictive maintenance. The project manager is concerned about potential delays due to external dependencies. Which initial step should the project manager take?

A) Establish contingency plans
B) Engage with multiple suppliers
C) Implement just-in-time inventory
D) Increase resource allocation


3. 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) Performing a detailed financial risk analysis
B) Maintaining high prediction accuracy
C) Implementing privacy impact assessments
D) Creating a regulatory impact report


4. 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?

A) Evaluate the incremental cost-benefit analysis using the cost-performance baseline.
B) Utilize a net present value model to project future benefits.
C) Apply a cost-consequence analysis to measure project efficiency.
D) Calculate the total savings in patient wait times and compare them to the initial cost.


5. A project team is evaluating whether an AI initiative should proceed beyond discovery.
Stakeholders are aligned on objectives, but the team has not confirmed data access, quality, or legal constraints. What is the most appropriate next action?

A) Conduct a go/no-go assessment using readiness criteria
B) Begin model development using sample data
C) Purchase additional compute infrastructure
D) Move directly to deployment planning


Solutions:

Question # 1
Answer: A
Question # 2
Answer: A
Question # 3
Answer: C
Question # 4
Answer: B
Question # 5
Answer: A

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