English

To democratize research with sensitive data, we should make synthetic data more accessible

Other Statistics 2024-11-07 v1 Computers and Society

Abstract

For over 30 years, synthetic data has been heralded as a promising solution to make sensitive datasets accessible. However, despite much research effort and several high-profile use-cases, the widespread adoption of synthetic data as a tool for open, accessible, reproducible research with sensitive data is still a distant dream. In this opinion, Erik-Jan van Kesteren, head of the ODISSEI Social Data Science team, argues that in order to progress towards widespread adoption of synthetic data as a privacy enhancing technology, the data science research community should shift focus away from developing better synthesis methods: instead, it should develop accessible tools, educate peers, and publish small-scale case studies.

Keywords

Cite

@article{arxiv.2404.17271,
  title  = {To democratize research with sensitive data, we should make synthetic data more accessible},
  author = {Erik-Jan van Kesteren},
  journal= {arXiv preprint arXiv:2404.17271},
  year   = {2024}
}

Comments

4 pages, 2 figures

R2 v1 2026-06-28T16:07:30.592Z