The GDPR Enforcement Fines at Glance
Not on the map. Why?
Abstract (arXiv)
The General Data Protection Regulation (GDPR) came into force in 2018. After this enforcement, many fines have already been imposed by national data protection authorities in Europe. This paper examines the individual GDPR articles referenced in the enforcement decisions, as well as predicts the amount of enforcement fines with available meta-data and text mining features extracted from the enforcement decision documents. According to the results, three articles related to the general principles, lawfulness, and information security have been the most frequently referenced ones. Although the amount of fines imposed vary across the articles referenced, these three particular articles do not stand out. Furthermore, a better statistical evidence is available with other meta-data features, including information about the particular European countries in which the enforcements were made. Accurate predictions are attainable even with simple machine learning techniques for regression analysis. Basic text mining features outperform the meta-data features in this regard. In addition to these results, the paper reflects the GDPR's enforcement against public administration obstacles in the European Union (EU), as well as discusses the use of automatic decision-making systems in judiciary.
Key facts. Cited by 3 papers in the map (data through 7 Oct 2026). First posted on arXiv 2 Nov 2020.
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Citing papers per year: 2023: 2; 2024: 0; 2025: 1.
3 papers.
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- 2025Machine Learners Should Acknowledge the Legal Implications of Large Language Models as Personal Data3 Mar 2025
- 2023Mapping the Empirical Evidence of the GDPR (In-)Effectiveness: A Systematic Review25 Oct 2023
- 2023Applying Standards to Advance Upstream & Downstream Ethics in Large Language Models6 Jun 2023