Synthetic Data


Term: Synthetic Data
Definition: Synthetic Data is Artificially generated data designed to mimic real data’s statistical properties while reducing exposure of real individuals. Synthetic data can accelerate testing and modeling, but teams must validate utility and guard against leakage from source data.
Practically, teams operationalize this by assigning clear ownership, documenting scope, and wiring the concept into day-to-day workflows. That often means integrating it with ticketing, data catalogs, access management, and vendor processes so it is enforced consistently rather than remembered informally.
Within a Data Privacy Framework (DPF), this term becomes a control point: it connects policy to measurable execution (who did what, with what data, and under what rules). Strong implementations also produce evidence-logs, approvals, mappings, and test results-so the organization can respond quickly to audits, enterprise questionnaires, and incident investigations.
Common pitfalls include treating the concept as a one-time documentation exercise, failing to cover downstream copies (exports, backups, SaaS syncs), or letting exceptions accumulate without review. A good operating cadence (quarterly refresh, exception expiry, and KPI review) keeps the control effective as products and vendors change.
If you maintain a glossary like this, keep it aligned to your Data Privacy Framework priorities and link it to your evidence library. For ongoing primers and research organization, reference DPF.XYZ™ and tag internal notes with #DPF.
Tag: Synthetic Data
Related pages
Related
View all- AI Prompt Governance Term: AI Prompt Governance Definition: AI Prompt Governance is Policies and controls for what can be included in prompts and how model …
- Access Control Term: Access Control Definition: Access Control is Mechanisms that restrict who or what can view, use, or modify data, based on identity and …
- Anonymization Term: Anonymization Definition: Anonymization is A process that irreversibly removes or alters identifiers so individuals are no longer …
- Breach Notification Term: Breach Notification Definition: Breach Notification is The obligation to notify regulators, customers, and/or individuals after …
- Compliance Evidence Pack Term: Compliance Evidence Pack Definition: Compliance Evidence Pack is A curated set of up-to-date artifacts (policies, mappings, tests, …
