PMI-CPMAI Data Requirements, Ownership, and Rights

Data requirements should be explicit before model work accelerates. PMI-CPMAI expects you to know what data is needed, who owns it, who stewards it, and whether the team has the right to use it in the way the solution requires.

Stronger answers combine business need with governance reality. Weak answers assume availability implies permission or suitability.

Stronger answers usually do

• define required data in relation to the use case and evidence needs
• identify owners, stewards, and access decision-makers
• verify source legitimacy and usage rights early
• make data governance part of delivery planning

Common traps

• assuming data ownership is obvious
• using data because it is convenient rather than appropriate
• overlooking rights, consent, or contractual limits
• treating ownership and stewardship as identical