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谁应排在首位?人工智能与人的顺序如何以及何时影响多阶段决策过程中的程序正义。

Who should be first? How and when AI-human order influences procedural justice in a multistage decision-making process.

机构信息

Sun Yat-sen Business School, Sun Yat-sen University, Guangzhou, Guangdong, China.

Business School, National University of Singapore, Singapore, Singapore.

出版信息

PLoS One. 2023 Jul 17;18(7):e0284840. doi: 10.1371/journal.pone.0284840. eCollection 2023.

Abstract

Artificial intelligence (AI) has fundamentally changed the way people live and has largely reshaped organizational decision-making processes. Particularly, AI decision making has become involved in almost every aspect of human resource management, including recruiting, selecting, motivating, and retaining employees. However, existing research only considers single-stage decision-making processes and overlooks more common multistage decision-making processes. Drawing upon person-environment fit theory and the algorithm reductionism perceptive, we explore how and when the order of decision makers (i.e., AI-human order vs. human-AI order) affects procedural justice in a multistage decision-making process involving AI and humans. We propose and found that individuals perceived a decision-making process arranged in human-AI order as having less AI ability-power fit (i.e., the fit between the abilities of AI and the power it is granted) than when the process was arranged in AI-human order, which led to less procedural justice. Furthermore, perceived AI ability buffered the indirect effect of the order of decision makers (i.e., AI-human order vs. human-AI order) on procedural justice via AI ability-power fit. Together, our findings suggest that the position of AI in collaborations with humans has profound impacts on individuals' justice perceptions regarding their decision making.

摘要

人工智能(AI)从根本上改变了人们的生活方式,在很大程度上重塑了组织的决策过程。特别是,AI 决策已经涉及人力资源管理的几乎各个方面,包括招聘、选拔、激励和留住员工。然而,现有研究仅考虑单阶段决策过程,而忽略了更为常见的多阶段决策过程。本研究依据人与环境匹配理论和算法简化认知,探讨了在涉及 AI 和人类的多阶段决策过程中,决策者的顺序(即 AI-人类顺序与人类-AI 顺序)如何以及何时影响程序公平。我们提出并发现,与 AI 先决策相比,当人类先决策时,个体认为决策过程中的 AI 能力-权力匹配程度(即 AI 能力与赋予其的权力之间的匹配程度)较低,从而导致程序公平度降低。此外,感知到的 AI 能力缓冲了决策者顺序(即 AI-人类顺序与人类-AI 顺序)通过 AI 能力-权力匹配对程序公平的间接影响。总之,我们的研究结果表明,AI 在与人类合作中的地位对个人对其决策的公平感知有着深远的影响。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dcd5/10351705/81633bc23057/pone.0284840.g001.jpg

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