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Soul of a new machine

Self-learning algorithms in public administration

Bibliographic Data

ID6149282
AuthorsLasse Gerrits (0000-0002-7649-6001, Erasmus University Rotterdam, corresponding author)
Year2021
Volume26
Issue3
Pages237-250
Publication date2021-01-05
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueInformation Polity (JOURNAL)
Journal identifiersISSN: 1875-8754 • E-ISSN: 1570-1255
PublisherIOS Press (PUBLISHER • NL)
DOI10.3233/ip-200224
OpenAlexW3120360074
LanguageEN
Citations received5
References cited58

Big data sets in conjunction with self-learning algorithms are becoming increasingly important in public administration. A growing body of literature demonstrates that the use of such technologies poses fundamental questions about the way in which predictions are generated, and the extent to which such predictions may be used in policy making. Complementing other recent works, the goal of this article is to open the machine’s black box to understand and critically examine how self-learning algorithms gain agency by transforming raw data into policy recommendations that are then used by policy makers. I identify five major concerns and discuss the implications for policy making

Agency (philosophy · Algorithm · Big data · Black box · Data mining · Epistemology · Political science · Public policy · Raw data · Social science · Sociology · Soul · Computer Science · E-Government and Public Services · Ethics and Social Impacts of AI · Law · Privacy, Security, and Data Protection · Artificial Intelligence

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Unique citing works5
Citations per year1,67
Citation span2023 - 2026 (4)
Citation velocitycurrent
Highly citedNo
Citation typesNeutral: 5

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