How and when generative AI use affects employee incremental and radical creativity: an empirical study in China

创造力 独创性 生成语法 探索性研究 业务 实证研究 结构方程建模 杠杆(统计) 营销 知识管理 心理学 社会学 计算机科学 人工智能 社会心理学 认识论 哲学 社会科学 机器学习
作者
Xin Zhang,Peng Yu,Liang Ma
出处
期刊:European Journal of Innovation Management [Emerald Publishing Limited]
标识
DOI:10.1108/ejim-04-2024-0466
摘要

Purpose The potential of generative AI (GenAI) to stimulate employee creativity has received extensive attention from industry and academia. However, there is still limited research on strategically using GenAI to leverage its positive effects on employee creativity. This study aims to clarify the effects of different GenAI use purposes on employee creativity. Design/methodology/approach Based on self-determination theory, this study explores the effects of work-related and nonwork-related GenAI use on incremental and radical creativity through the mediator role of exploratory and exploitative learning and the boundary role of perceived ease of use. This study constructs a theoretical model and uses structural equation modeling to test the model by analyzing survey data from 330 employees. Findings (1) Work-related and nonwork-related GenAI use positively impacts incremental and radical creativity through exploratory and exploitative learning; (2) work-related GenAI use contributes more to exploitative learning than to exploratory learning, while nonwork-related GenAI use contributes more to exploratory learning than to exploitative learning; (3) exploitative learning has a stronger positive impact on incremental creativity, and exploratory learning has a stronger positive impact on radical creativity; (4) perceived ease of use weakens the positive effects of nonwork-related GenAI use on exploratory and exploitative learning. Originality/value First, this study enriches employee creativity research by revealing the relationship between different GenAI use purposes and incremental and radical creativity. Second, this study enriches employee creativity research by revealing the mediating role of exploratory and exploitative learning between GenAI use and incremental and radical creativity. Finally, this study enriches GenAI use research by revealing the moderating role of perceived ease of use between GenAI use and employee learning.
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