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TitleArtificial intelligence or augmented intelligence: A case study of Human-AI collaboration in operational decision making
Creator
Date Issued2020
Conference Name24th Pacific Asia Conference on Information Systems: Information Systems (IS) for the Future, PACIS 2020
Source PublicationProceedings of the 24th Pacific Asia Conference on Information Systems: Information Systems (IS) for the Future, PACIS 2020
Conference Date20 June - 24 June 2020
Conference PlaceDubai
Abstract

Leveraging artificial intelligence (AI) in operational decision-making process has been a pervasive trend among many organizations. However, the current AI-based decision support systems still face challenges on accuracy and efficiency of operational decision making due to a lack of human-AI collaboration. To provide a proactive and pragmatic view of humans' and AI's roles, this study constructs a multi-dimensional analytical framework to investigate human-AI collaboration for different activities during operational decision making. By applying the framework in a case of an order dispatching system, we discover that human-AI collaboration modes can be delineated into complementarity, substitutability, and modularity. We posit that operational decision making can be vastly improved by scrupulously designed system with appropriate human-AI collaboration modes. This study also validates the idea of intelligence augmentation which emphasizes that AI plays an assistive role in enhancing and extending human capabilities to deliver better decisions.

KeywordArtificial Intelligence (AI) Augmented Intelligence Case Study Human-AI Collaboration Operational Decision Making
URLView source
Language英语English
Scopus ID2-s2.0-85089128997
Citation statistics
Document TypeConference paper
Identifierhttp://repository.uic.edu.cn/handle/39GCC9TT/12928
CollectionResearch outside affiliated institution
Affiliation
1.University of Nottingham Ningbo China,Ningbo,China
2.University of New South Wales,Sydney,Australia
3.Copenhagen Business School,Copenhagen,Denmark
Recommended Citation
GB/T 7714
Xu, Bojue,Cai, Zhao,Lim, Eric T.K.et al. Artificial intelligence or augmented intelligence: A case study of Human-AI collaboration in operational decision making[C], 2020.
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