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PMICertified Professional in Managing AI (PMI-CPMAI)

Domain 3Objective 1

Define Required Data PMI-CPMAI Practice Questions (Page 6)

Part of the Identify Data Needs domain, which accounts for 26% of the PMI-CPMAI exam. PMI does not publish an official question count, but from its 160-minute exam (~65–105 total, ~17–27 in this domain), expect 2–3 from this objective — we provide 33 practice questions to prepare you well beyond it. (estimate)

33questions here
7free pages
9concepts
26%of the exam

Questions 26–30

  1. 26application · medium

    A utility company wants to predict electricity demand for the next 24 hours. They have historical consumption data. What temporal data requirement should they specify?

    Select an answer first
  2. 27application · medium

    A logistics company wants to build a model to predict daily delivery delays. They have access to historical shipment data. To capture seasonal patterns and weekly cycles, what temporal data requirement should they specify?

    Select an answer first
  3. 28application · medium

    A music streaming service wants to build a recommendation model. They have user listening history, song metadata (genre, artist, duration), and audio features. What data types and formats should they specify?

    Select an answer first
  4. 29foundation · easy

    Which file format is commonly used to store tabular data with rows and columns for AI training?

    Select an answer first
  5. 30expert · hard

    A telecom company is building a model to predict customer churn. They have data from CRM, billing, and call detail records. The data has inconsistencies: some customers have multiple IDs across systems, and some billing records are missing. The team must define data quality standards. Which standard should they prioritize?

    Select an answer first
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