Artificial Intelligence or Augmented Intelligence: A Case Study of Human-AI Collaboration in Operational Decision Making

Bojue Xu, Zhao Cai, Eric T.K. Lim, Xiaofei Song, Alain Chong, Chee Wee Tan, Jie Yu

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Abstrakt

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.
OriginalsprogEngelsk
TitelPACIS 2020 Proceedings
RedaktørerDoug Vogel, Kathy Ning Shen, Pan Shan Ling
UdgivelsesstedAtlanta, GA
ForlagAssociation for Information Systems. AIS Electronic Library (AISeL)
Publikationsdato2020
Artikelnummer147
ISBN (Elektronisk)9781733632539
StatusUdgivet - 2020
BegivenhedThe 24rd Pacific Asia Conference on Information Systems. PACIS 2020 - Dubai, United Arab Emirates
Varighed: 20 jun. 202024 jun. 2020
Konferencens nummer: 24
https://www.pacis2020.org/

Konference

KonferenceThe 24rd Pacific Asia Conference on Information Systems. PACIS 2020
Nummer24
LandUnited Arab Emirates
ByDubai
Periode20/06/202024/06/2020
Internetadresse

Emneord

  • Artificial Intelligence (AI)
  • Augmented Intelligence
  • Case Study
  • Human-AI Collaboration
  • Operational Decision Making

Citationsformater