Life and the Law in the Era of Data-Driven Agency
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Life and the Law in the Era of Data-Driven Agency

Edited by Mireille Hildebrandt and Kieron O’Hara

This ground-breaking and timely book explores how big data, artificial intelligence and algorithms are creating new types of agency, and the impact that this is having on our lives and the rule of law. Addressing the issues in a thoughtful, cross-disciplinary manner, leading scholars in law, philosophy, computer science and politics examine the ways in which data-driven agency is transforming democratic practices and the meaning of individual choice.
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Chapter 3: Data-driven agency and knowledge

Paul Dumouchel

Abstract

If data-driven agency is a form of agency based on what machines have learned, it seems important to understand the nature and limit of the type of knowledge that can be mechanically obtained from digital data. After reviewing some of the popular claims made about big data this chapter explores some of the differences in the use of big data and machine science in the natural sciences and in the social domain. It insists in particular on the fact that in the natural sciences what constitutes data and how it should be interpreted are under the collective jurisdiction of specialists of the domain whose authority is recognized by governments, funding agencies and the general public, while in the social domain the data is often claimed to be simply ‘found’ though it is explicitly sought for a variety of reasons. It is not however ‘crafted’ in the sense of being validated and authenticated by the community of concerned researchers. In consequence, anyone who has the necessary technical competence gains the authority to interpret the data and declare what the data proves. Finally, the chapters analyzes some aspects of machine learning and science that tend to encourage the faulty interpretation that ‘data is enough’.

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