Effect of Transparency of Algorithmic Performance Management on Proactive Work Behavior

Yining Cai, Chen Wang
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Abstract

Algorithm transparency, as an important factor in explaining the algorithm black box, is attracting increasing attention from scholars on the impact of algorithm system transparency on employee behavior. This study aims to investigate the effect of algorithmic performance management transparency on employees' proactive work behavior and constructs a moderated mediation model. The model was tested with a sample of 321 employees from five high-tech companies in China. The results suggest that transparency of algorithmic performance management promotes employee proactive work behavior via employees' motivation to improve performance, while the interaction between transparency of algorithmic performance management and psychological ownership weakens this influence mechanism. Therefore, this study reveals the positive effects of transparency in algorithmic performance management as well as its boundary conditions, providing theoretical and practical insights into the application of algorithms in organizations.
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算法绩效管理的透明度对积极主动工作行为的影响
算法透明度作为解释算法黑箱的重要因素,越来越多的学者关注算法系统透明度对员工行为的影响。本研究旨在探究算法绩效管理透明度对员工主动工作行为的影响,并构建了一个调节中介模型。该模型以中国五家高科技公司的 321 名员工为样本进行了检验。结果表明,算法绩效管理透明度通过员工提高绩效的动机促进员工主动工作行为,而算法绩效管理透明度与心理所有权之间的交互作用削弱了这一影响机制。因此,本研究揭示了透明度在算法绩效管理中的积极作用及其边界条件,为算法在组织中的应用提供了理论和实践启示。
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