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The European General Data Protection Regulation (EU-GDPR) has entered into force in May 2018. Its emphasis on individual control and organizational accountability constitutes a new paradigm that requires changes in the way organizations manage personal data. However, organizations face difficulties when implementing EU-GDPR due to a lack of common ground between legal and data management domains. Anchored in the resource-based view theory (RBV), this paper argues that the regulation requires companies to build a dedicated data management capability. It presents a capability model that was developed in an iterative design science process, integrating both interpretation of legal texts and practical insights from focus groups with more than 30 experts and from 3 EU-GDPR projects. The paper advances the regulatory compliance management literature by translating legal data protection concepts for the IS community. It also contributes to practice by enabling organization to set-up systematic approaches towards EU-GDPR compliance.