A healthcare provider is preparing a dataset for a model that predicts patient readmission risk. The data team must define acceptance criteria before training. Which criterion is most appropriate to include?

The dataset must contain at least 10,000 records

Missing values in critical fields must be below 5%

The dataset must be stored in CSV format

All records must have a timestamp

Why is it important to align data requirements with business objectives when defining data needs?

To reduce the cost of data storage

To meet regulatory compliance requirements

To simplify the data collection process

To ensure the collected data supports the intended AI application

PMICertified Professional in Managing AI (PMI-CPMAI)

Domain 3Objective 1

Define Required Data PMI-CPMAI Practice Questions (Page 7)

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 31–33

31application · medium
A healthcare provider is preparing a dataset for a model that predicts patient readmission risk. The data team must define acceptance criteria before training. Which criterion is most appropriate to include?
Select an answer first
32foundation · easy
Which data collection frequency is most appropriate for a model that predicts daily electricity demand?
Select an answer first
33foundation · easy
Why is it important to align data requirements with business objectives when defining data needs?
Select an answer first

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Define Required Data PMI-CPMAI Practice Questions (Page 7)

Questions 31–33

A healthcare provider is preparing a dataset for a model that predicts patient readmission risk. The data team must define acceptance criteria before training. Which criterion is most appropriate to include?

Which data collection frequency is most appropriate for a model that predicts daily electricity demand?

Why is it important to align data requirements with business objectives when defining data needs?

Keep studying — Identify Data Needs