Review: Synthetic Data for Regulated Industries�Methods, Risks, and Validation
Abstract
A systematic review of tabular and time-series synthesis for regulated domains. We map utility-privacy trade-offs, membership inference risks, and propose a validation checklist aligned with SOX, HIPAA, and GDPR.
Cite this article
Wright, E. & Hassan, N. (2025). Review: Synthetic Data for Regulated Industries�Methods, Risks, and Validation. Research Explorations in Global Knowledge & Technology (REGKT), 3 (3). Retrieved from https://regkt.com/article.php?id=109&slug=review-synthetic-data-for-regulated-industries-methods-risks-and-validation