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  • Total Questions: 161
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PMI PMI-CPMAI Exam Syllabus Topics:

TopicDetails
Topic 1
  • Identifying Data Needs for AI Projects (Phase II): This section of the exam measures the skills of a Data Analyst and covers how to determine what data an AI project requires before development begins. It explains the importance of selecting suitable data sources, ensuring compliance with policy requirements, and building the technical foundations needed to store and manage data responsibly. The section prepares candidates to support early data planning so that later AI development is consistent and reliable.
Topic 2
  • Iterating Development and Delivery of AI Projects (Phase IV): This section of the exam measures the skills of an AI Developer and covers the practical stages of model creation, training, and refinement. It introduces how iterative development improves accuracy, whether the project involves machine learning models or generative AI solutions. The section ensures that candidates understand how to experiment, validate results, and move models toward production readiness with continuous feedback loops.
Topic 3
  • Testing and Evaluating AI Systems (Phase V): This section of the exam measures the skills of an AI Quality Assurance Specialist and covers how to evaluate AI models before deployment. It explains how to test performance, monitor for drift, and confirm that outputs are consistent, explainable, and aligned with project goals. Candidates learn how to validate models responsibly while maintaining transparency and reliability.}
Topic 4
  • Operationalizing AI (Phase VI): This section of the exam measures the skills of an AI Operations Specialist and covers how to integrate AI systems into real production environments. It highlights the importance of governance, oversight, and the continuous improvement cycle that keeps AI systems stable and effective over time. The section prepares learners to manage long term AI operation while supporting responsible adoption across the organization.

Reference: https://www.pmi.org/certifications/ai-project-management-cpmai

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PMI Certified Professional in Managing AI Sample Questions:

A project team at a healthcare provider is determining whether their patient records are adequate for an AI diagnostic tool. They need to validate that the data covers a broad spectrum of conditions and demographics.
What is an effective method to assure data suitability?

  • A. Conducting a cross-sectional study on data diversity
  • B. Implementing a longitudinal data-gathering approach
  • C. Performing demographic analysis and stratifying patient data
  • D. Analyzing data variance and ensuring balanced sampling
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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A logistics company wants to use AI to optimize delivery routes for a client that runs a pizza franchise. Which AI capability should be used?

  • A. Hyperpersonalization
  • B. Predictive analytics
  • C. Autonomous systems
  • D. Conversational
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

Explanation: Only visible for Fast2test members. You can sign-up / login (it's free).

A government agency is adopting an AI/machine learning (ML) model to analyze large sets of public data for policy making. It is crucial that the project team ensures the accuracy of the model ' s predictions.
If the project team needs to validate the model, which action should they perform?

  • A. Conduct a single comprehensive validation.
  • B. Implement continuous integration testing.
  • C. Utilize a diverse set of test cases.
  • D. Ensure adherence to coding standards.
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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An aerospace firm is developing an AI system for predictive maintenance of their aircraft. The project team needs to define the required data to train the model.
Which activity should the project manager implement?

  • A. Setting up real-time data streaming from aircraft sensors
  • B. Developing a comprehensive data collection strategy
  • C. Implementing data cleaning and preprocessing routines
  • D. Conducting a pilot test with a small dataset
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

Explanation: Only visible for Fast2test members. You can sign-up / login (it's free).

A healthcare organization plans to use an AI solution to predict patient readmissions. The data science team needs to identify data sources and ensure data quality.
Which method will meet the project team ' s objectives?

  • A. Operationalizing a data catalog to maintain metadata standards
  • B. Using data profiling tools to assess data completeness
  • C. Setting up a continuous integration pipeline for real-time data validation
  • D. Implementing data augmentation techniques to fill missing values
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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