In this talk, Sabrina will argue that applications that are able to understand constraints (in the form of goals, preferences, norms and usage restrictions), together with trust and transparency mechanisms, will give citizens more control over how their data is utilised, and will foster trustworthiness in data science. In particular, she will focus on: (i) The suitability of existing policy language for representing a variety of usage constraints; (ii) The use of knowledge graphs and reasoning techniques to provide support for automated compliance checking; and (iii) The extension of existing trust and transparency mechanisms to support human-centric artificial intelligence.

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