3.8 Article

Automated decision-making

期刊

FORESIGHT
卷 25, 期 1, 页码 4-19

出版社

EMERALD GROUP PUBLISHING LTD
DOI: 10.1108/FS-09-2021-0183

关键词

Artificial intelligence; Agency theory; Automated decision-making; Autonomous agents; Robonomics

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This paper analyses the relationships between humans and artificial autonomous agents in the decision-making process and evaluates decision-making approaches from the perspectives of agency theory, sustainability, legislation, economics, and operations management. It identifies the decision characteristics that determine the choice of a decision-making approach.
Purpose This paper aims to analyse three decision-making approaches that involve humans and artificial autonomous agents, namely, human in the loop, on the loop and out of the loop and identifies the decision characteristics that determine the choice of a decision-making approach. Design/methodology/approach This is a conceptual paper that analyses the relationships between the human and the artificial autonomous agents in the decision-making process from the perspectives of the agency theory, sustainability, legislation, economics and operations management. Findings The paper concludes that the human out of the loop approach is most suitable for quick, standardised, frequent decisions with low negative consequences of a wrong decision by the artificial intelligence taken within a well-defined context. Complex decisions with high outcome uncertainty that involve significant ethical issues require human participation in the form of a human in the loop or on the loop approach. Decisions that require high transparency need to be left to humans. Originality/value The paper evaluates the decision-making approaches from the perspectives of the agency theory, sustainability, legislation, economics and operations management and identifies the decision characteristics that determine the choice of a decision-making approach.

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