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"You Can either Blame Technology or Blame a Person..." --- A Conceptual Model of Users' AI-Risk Perception as a Tool for HCI

  • AI-powered systems pose unknown challenges for designers, policymakers, and users, making it more difficult to assess potential harms and outcomes. Although understanding risks is a requirement for building trust in technology, users are often excluded from risk assessments and explanations in policy and design. To address this issue, we conducted three workshops with 18 participants and discussed the EU AI Act, which is the European proposal for a legal framework for AI regulation. Based on results of these workshops, we propose a user-centered conceptual model with five risk dimensions (Design and Development, Operational, Distributive, Individual, and Societal) that includes 17 key risks. We further identify six criteria for categorizing use cases. Our conceptual model (1) contributes to responsible design discourses by connecting the risk assessment theories with user-centered approaches, and (2) supports designers and policymakers in more strongly considering a user perspective that complements their own expert views.

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Metadaten
Document Type:Article
Language:English
Author:Lena Recki, Dennis Lawo, Veronika Krauß, Dominik Pins, Alexander Boden
Parent Title (English):Proceedings of the ACM on Human-Computer Interaction
Volume:8
Issue:CSCW2
Article Number:457
Number of pages:25
First Page:1
Last Page:25
ISSN:2573-0142
DOI:https://doi.org/10.1145/3686996
Publisher:Association for Computing Machinery
Place of publication:New York, NY, United States
Date of first publication:2024/11/08
Copyright:© 2024 Copyright held by the owner/author(s). Publication rights licensed to ACM. Abstracting with credit is permitted.
Keywords:AI systems; EU AI Act; Responsible AI; Risk Perception; qualitative research
Departments, institutes and facilities:Fachbereich Wirtschaftswissenschaften
Institut für Verbraucherinformatik (IVI)
Dewey Decimal Classification (DDC):0 Informatik, Informationswissenschaft, allgemeine Werke / 00 Informatik, Wissen, Systeme / 005 Computerprogrammierung, Programme, Daten
Entry in this database:2024/11/20