AI product & model operations · Working

Synthetic data

Also called: generated data

ELI5

Made-up data designed to resemble real data.

Used in conversation

“Synthetic data can still reproduce bias or leak source patterns.”

Definition

Artificially generated data used for testing, training or analysis rather than direct records of real events.

Here “Synthetic data” means: Artificially generated data used for testing, training or analysis rather than direct records of real events.

Pitch context

You will see “Synthetic data” in product strategy decks, roadmaps, experiments and architecture reviews when the discussion reaches ai product & model operations.

Why it matters: In ai product & model operations, the scope can change what data may be used, who may access it and which controls are required.

Sources & evidence · 2

Direct term-level sources and supporting source families.

National Institute of Standards and Technology — Computer Security Resource Center GlossaryDirect source · primary · checked 2026-08-16
Scrum Guides — The Scrum Guide — official current versionSupporting source family · primary · checked 2026-08-16