Synthetic Data

Caesar AI Atlas Definition

Synthetic data is artificially generated data designed to resemble selected patterns, structures, or statistical properties of real data. It can support testing, training, privacy-preserving development, and simulation, but may still carry privacy, bias, or fidelity risks depending on how it is generated.

Other Definitions

Synthetic Data Source

This is 'artificial' data generated by data synthesis algorithms. It replicates patterns and the statistical properties of real data (which may be personal data). It is generated from real data using a model trained to reproduce its characteristics and structure.

Also Referenced In

CNET — Artificial Intelligence Terms Glossary Siemens — AI Glossary Deakin University — AI Glossary basebox — AI Glossary for Executives

Concept Comparisons

Data PrivacyData Privacy

Synthetic Data vs Personal Data

A side-by-side comparison of Synthetic Data and Personal Data. Understand how artificially generated data differs from information relating to an identified or identifiable person.

Technical AlternativeMachine Learning

Data Augmentation vs Synthetic Data

A side-by-side comparison of Data Augmentation and Synthetic Data. Understand how modifying or transforming existing data differs from generating artificial data that resembles real data.