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Making Arguments with Data
[conference paper]
This document is a part of the following document:
Proceedings of the Weizenbaum Conference 2022: Practicing Sovereignty - Interventions for Open Digital Futures
Corporate Editor
Weizenbaum Institute for the Networked Society - The German Internet Institute
Abstract
Whether we are discussing measures in order to "flatten the curve" in a pandemic or what to wear given the most recent weather forecast, we base arguments on patterns observed in data. This article presents an approach to practicing ethics when working with large datasets and designing data represen... view more
Whether we are discussing measures in order to "flatten the curve" in a pandemic or what to wear given the most recent weather forecast, we base arguments on patterns observed in data. This article presents an approach to practicing ethics when working with large datasets and designing data representations. We programmed and used web-based interfaces to sort, organize, and explore a community-run archive of radio signals. Inspired by feminist critique of technoscience and recent problematizations of digital literacy, we argue that one can navigate machine learning models in a multi-narrative manner. We hold that the main challenge to sovereignty comes from lingering forms of colonialism and extractive relationships that easily move in and out of the digital domain. Countering both narratives of techno-optimism and the universalizing critique of technology, we discuss an approach to data and networks that enables a situated critique of datafication and correlationism from within.... view less
Keywords
artificial intelligence; data; visualization; digitalization; decision making; automation
Classification
Sociology of Science, Sociology of Technology, Research on Science and Technology
Free Keywords
visual data; situated knowledge; machine learning; maschinelles Lernen
Collection Title
Proceedings of the Weizenbaum Conference 2022: Practicing Sovereignty - Interventions for Open Digital Futures
Editor
Herlo, Bianca; Irrgang, Daniel
Conference
4. Weizenbaum Conference "Practicing Sovereignty: Interventions for Open Digital Futures". Berlin, 2022
Document language
English
Publication Year
2023
City
Berlin
Page/Pages
p. 199-208
ISSN
2510-7666
Status
Primary Publication; reviewed