Preserving privacy in European health research: The case of synthetic data
Sara Bonomi and
Georgia Vasileiadou
Additional contact information
Sara Bonomi: Global Data Protection Legal Expert, Atos International, France
Georgia Vasileiadou: IP & Data Protection Legal Adviser, LIST, Luxembourg
Journal of Data Protection & Privacy, 2024, vol. 6, issue 3, 295-306
Abstract:
This paper investigates the role of synthetic data in the field of health research, with a particular focus on data protection. More specifically, it aims at clarifying whether this new technology represents an alternative to more classic anonymisation techniques. The analysis is construed on a review of the existing literature; nevertheless, it is noted that the majority of contributions focuses on the technical aspects of synthetic data and machine learning, while less legal studies have been conducted on this topic. The outcome of this study outlines that, by using synthetic data which respects the ‘privacy by design’ principle (although the identifiability risk still exists), researchers are no longer occupied by the question of re-identification but rather focus on the quality and utility of synthetic datasets. After examining the different solutions applied to enshrine privacy, however, this paper concludes there is a necessity for regulating the use of artificially generated data for research and machine learning purposes.
Keywords: data protection; synthetic data; anonymisation; identifiability; machine learning (search for similar items in EconPapers)
JEL-codes: K2 (search for similar items in EconPapers)
Date: 2024
References: Add references at CitEc
Citations:
Downloads: (external link)
https://hstalks.com/article/8405/download/ (application/pdf)
https://hstalks.com/article/8405/ (text/html)
Requires a paid subscription for full access.
Related works:
This item may be available elsewhere in EconPapers: Search for items with the same title.
Export reference: BibTeX
RIS (EndNote, ProCite, RefMan)
HTML/Text
Persistent link: https://EconPapers.repec.org/RePEc:aza:jdpp00:y:2024:v:6:i:3:p:295-306
Access Statistics for this article
More articles in Journal of Data Protection & Privacy from Henry Stewart Publications
Bibliographic data for series maintained by Henry Stewart Talks ().