The Regulatory Future of Synthetic Data - Data synthesis as a resource for scientific research, innovation, and public policy in the European legal landscape
Creators: name: Finocchiaro, Giulia
name: Landi, Antonio
name: Polifrone, Gianluca
name: Ruffo, Davide
name: Torlontano, Francesco
Publisher: name: Istituto Italiano per la Privacy e la Valorizzazione dei Dati
Year: 2024
Subjects: subject: synthetic data
subject: data intermediation services
subject: data intermediaries
subject: Data protection
subject: data valorisation
subject: secondary use
subject: anonymisation
subject: pseudonymisation
subject: privacy
subject: Data Governance Act
subject: GDPR
subject: AIAct

description: The evolution of data processing technologies and their increasing incidence in everyday life have posed new and complex challenges for data protection. In this context, the debate on synthetic data, an emerging technology that offers new perspectives for data management, comes into play. In this respect, it is essential to consider synthetic data not only as a technique to guarantee privacy and data security, but also as a means to promote innovation and technological progress, without neglecting the necessary guarantees for the protection of rights and freedoms of individuals. Therefore, the aim of this paper is to analyse the role of synthetic data as an anonymisation tool, exploring the implications from both a technical and a legal point of view. 

The first chapter of this paper provides a legal/technical overview of the notion of synthetic data, analysing the difference between anonymisation and pseudonymisation on the basis of the requirements of data protection legislation and the provisions and guidelines of the various authorities that have intervened in this matter. In addition, the various synthesisation techniques have been analysed according to the state of the art, with a focus on synthesisation as an anonymisation technique. 

The second chapter analyses the current as well as the “future regulatory framework”. This analysis includes the interpretation of existing regulations and the prediction of future trends in data protection, paying particular attention to the role of synthetic data in the context of privacy and data security. In particular, have been examined the provisions contained in Regulation (EU) 2016/679 (hereinafter also referred to as “GDPR”)[1], in the Data Governance Act[2], and in the Data Act[3], assessing how synthesisation may be applied or interpreted according to the guidance contained in these regulations. In addition, future perspectives have been explored, such as the inclusion of synthetic data in the AI Act[4] and the impact of the European Health Data Space[5], as well as the prospect of using synthesis in digital health with respect to the Italian landscape.

The last chapter of this paper focuses on the growing importance of synthesising data in contexts other than scientific research, highlighting the need for regulatory updates and evolutionary interpretations to support technological innovation while respecting the rights and freedoms of individuals. Furthermore, it was pointed out that Opinion 05/2014 on anonymisation techniques (WP 216)[6] needs a renewed approach by European authorities on the topic, considering synthesisation as part of anonymisation techniques, if properly generated[7].






[1] Regulation (EU) 2016/679 of the European Parliament and of the Council of 27 April 2016 on the protection of individuals with regard to the processing of personal data and on the free movement of such data and repealing Directive 95/46/EC (General Data Protection Regulation).




[2] Regulation (EU) 2022/868 of the European Parliament and of the Council of 30 May 2022 on European data governance and amending Regulation (EU) 2018/1724 (Data Governance Regulation).




[3] Regulation (EU) 2023/2854 of the European Parliament and of the Council of 13 December 2023 on harmonised rules on fair access to and use of data and amending Regulation (EU) 2017/2394 and Directive (EU) 2020/1828 (Data Regulation).




[4] Proposal for a Regulation of the European Parliament and of the Council laying down harmonised rules on artificial intelligence (Artificial Intelligence Act) and amending certain Union legislative acts (of 21 April 2021).




[5] Proposal for a Regulation of the European Parliament and of the Council on the European Health Data Area (of 3 May 2022).




[6] Opinion 05/2014 of the Data Protection Working Party (WP 216) on anonymisation techniques, adopted on 10 April 2014, https://ec.europa.eu/justice/article-29/documentation/opinion-recommendation/files/2014/wp216_en.pdf 




[7] Beduschi, A. (2024). “Synthetic data protection: Towards a paradigm change in data regulation? Big Data & Society”, 11(1). https://doi.org/10.1177/20539517241231277.