Intelligent Decision Assistance Versus Automated Decision-Making: Enhancing Knowledge Workers Through Explainable Artificial Intelligence

dc.contributor.author Schemmer, Max
dc.contributor.author Kühl, Niklas
dc.contributor.author Satzger, Gerhard
dc.date.accessioned 2021-12-24T17:30:14Z
dc.date.available 2021-12-24T17:30:14Z
dc.date.issued 2022-01-04
dc.description.abstract While recent advances in AI-based automated decision-making have shown many benefits for businesses and society, they also come at a cost. It has long been known that a high level of automation of decisions can lead to various drawbacks, such as automation bias and deskilling. In particular, the deskilling of knowledge workers is a major issue, as they are the same people who should also train, challenge, and evolve AI. To address this issue, we conceptualize a new class of DSS, namely Intelligent Decision Assistance (IDA) based on a literature review of two different research streams---DSS and automation. IDA supports knowledge workers without influencing them through automated decision-making. Specifically, we propose to use techniques of Explainable AI (XAI) while withholding concrete AI recommendations. To test this conceptualization, we develop hypotheses on the impacts of IDA and provide the first evidence for their validity based on empirical studies in the literature.
dc.format.extent 10 pages
dc.identifier.doi 10.24251/HICSS.2022.185
dc.identifier.isbn 978-0-9981331-5-7
dc.identifier.uri http://hdl.handle.net/10125/79517
dc.language.iso eng
dc.relation.ispartof Proceedings of the 55th Hawaii International Conference on System Sciences
dc.rights Attribution-NonCommercial-NoDerivatives 4.0 International
dc.rights.uri https://creativecommons.org/licenses/by-nc-nd/4.0/
dc.subject Explainable Artificial Intelligence (XAI)
dc.subject automation
dc.subject decision support
dc.subject explainable artificial intelligence
dc.subject explanations
dc.subject xai
dc.title Intelligent Decision Assistance Versus Automated Decision-Making: Enhancing Knowledge Workers Through Explainable Artificial Intelligence
dc.type.dcmi text
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