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In this paper, we critically examine the effectiveness of the requirement toconduct a Data Protection Impact Assessment (DPIA) in Article 35 of the GeneralData Protection Regulation (GDPR) in light of fairness metrics. Through thisanalysis, we explore the role of the fairness principle as introduced inArticle 5(1)(a) and its multifaceted interpretation in the obligation toconduct a DPIA. Our paper argues that although there is a significanttheoretical role for the considerations of fairness in the DPIA process, ananalysis of the various guidance documents issued by data protectionauthorities on the obligation to conduct a DPIA reveals that they rarelymention the fairness principle in practice.

Fairness and Data Protection Impact Assessments