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工作场所人工智能应用对员工影响的元分析研究

A meta-analysis of the impact of AI application on employees in the workplace

中文摘要英文摘要

随着数字科技的发展,人工智能为组织带来了新的机会和挑战,其在工作场所中的应用对员工行为和心理的影响日益得到学术界的密切关注。但相关影响方向、程度和边界等研究结论尚未取得共识。本研究对包含85个结果变量,150个效应量的64篇国内外文献进行了元分析。研究发现:工作场所AI应用有助于触发员工工作投入、组织承诺、工作幸福感等积极心理,调动其知识共享、数字创新、工作重塑等积极行为,但同时也会引发员工焦虑、离职倾向、工作不安全感等消极心理,出现知识隐藏、工作退缩、服务破坏等消极行为,且AI应用类型、行业类型以及AI应用测量方式对上述关系有不同程度的调节作用。研究结论表明工作场所AI应用是一柄双刃剑,它既可以作为技术支持丰富员工心理资源,激发积极行为,亦会给员工造成威胁从而消耗心理资源,引发消极行为。本研究在工作要求-资源模型的理论框架下,明晰了工作场所AI应用与员工行为和心理结果变量间的关系效果以及边界条件,对组织科学地调整AI管理方式、引导员工正确认识AI以有效发挥其价值具有指导意义。

With the development of digital technology, artificial intelligence (AI) presents new opportunities and challenges for organizations. Its impact on employee behavior and psychology in the workplace has attracted increasing academic attention. However, consensus on the direction, extent, and boundary conditions of these effects remains elusive. In this paper, we conduct a meta-analysis based on 64 domestic and international literatures, encompassing 85 outcome variables and 150 effect sizes. The result indicates that: The application of AI in the workplace can facilitate employees positive psychology such as work engagement, organizational commitment, and work happiness, as well as promote positive behaviors such as knowledge sharing, digital innovation, and job crafting. However, it can also induce negative psychology such as employee anxiety, turnover intention, and job insecurity, leading to negative behaviors such as knowledge hiding, work withdrawal, and service destruction. The study further reveals that the type of AI application, industry context, and measurement methods moderate these relationships to varying degrees. The conclusion shows that the application of AI in the workplace is a double-edged sword, enriching psychological resources and fostering positive behaviors while also posing threats that deplete psychological resources and trigger negative behaviors. Within the theoretical framework of the Job Demands-Resources model, this study clarifies the relationship effects and boundary conditions between the application of AI in the workplace and the employee behavior and psychological outcomes, which provides guidance for organizations to scientifically adjust the management strategies of AI, accurately direct employees perceptions, and effectively maximize its value.

科学、科学研究自动化技术经济计算技术、计算机技术

工作场所人工智能应用积极行为和心理消极行为和心理元分析

workplaceAI applicationpositive behavior and psychologynegative behavior and psychologymeta-analysis

.工作场所人工智能应用对员工影响的元分析研究[EB/OL].(2024-07-02)[2025-08-21].https://chinaxiv.org/abs/202407.00090.点此复制

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