Foundations

Synthetic data

stable definition

Definition

Synthetic data consists of artificially generated records intended to reproduce useful properties of real observations.

Distinguish it from nearby terms

Anonymized data starts from real records and transforms them; synthetic data is generated, but can still memorize or reveal sensitive source patterns.

Check your understanding

Test fidelity, coverage, bias, privacy leakage, and whether conclusions transfer to real data.