Applications of generative AI and future organizational performance: The mediating role of explorative and exploitative innovation and the moderating role of ethical dilemmas and environmental dynamism

IF 11.1 1区 管理学 Q1 ENGINEERING, INDUSTRIAL
Kuldeep Singh , Sheshadri Chatterjee , Marcello Mariani
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引用次数: 0

Abstract

Generative Artificial Intelligence (GenAI) is one of the popular AI technologies which can produce multiple kinds of contents including music, text, image, as well as synthetic data. As GenAI technology can produce various forms of contents, organizations must face ethical dilemmas as to where this technology is likely to be used. Organizations do not want to compromise their ethical standards and compliance policies. Against this backdrop, the aim of this study is to examine if GenAI technology could improve the future performance of the organizations. This study deployed ethical dilemmas and environmental dynamism as two moderators acting on different linkages between adoption of GenAI and organizational future performance. With the help of literature review and theories, a theoretical model has been developed conceptually which was validated using PLS-SEM technique with the feedback of 326 responses from different types of organizations. This study found that the adoption of GenAI could improve exploratory and exploitative innovation under the moderating effects of environmental dynamism and ethical dilemmas. Moreover, it highlighted that the application of GenAI could improve organizational performance.

生成式人工智能的应用与未来组织绩效:探索性创新和开发性创新的中介作用以及道德困境和环境活力的调节作用
生成式人工智能(GenAI)是流行的人工智能技术之一,它可以生成多种内容,包括音乐、文本、图像以及合成数据。由于 GenAI 技术可以生成各种形式的内容,因此组织必须面对道德难题,即该技术可能会在哪些方面使用。各组织不想损害其道德标准和合规政策。在此背景下,本研究旨在探讨 GenAI 技术能否改善组织的未来绩效。本研究将道德困境和环境动态作为两个调节因素,对采用 GenAI 与组织未来绩效之间的不同联系起作用。在文献综述和理论的帮助下,本研究建立了一个概念性理论模型,并利用 PLS-SEM 技术对来自不同类型组织的 326 份反馈进行了验证。研究发现,在环境动态和道德困境的调节作用下,采用 GenAI 可以改善探索性创新和开发性创新。此外,研究还强调,应用 GenAI 可以提高组织绩效。
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来源期刊
Technovation
Technovation 管理科学-工程:工业
CiteScore
15.10
自引率
11.20%
发文量
208
审稿时长
91 days
期刊介绍: The interdisciplinary journal Technovation covers various aspects of technological innovation, exploring processes, products, and social impacts. It examines innovation in both process and product realms, including social innovations like regulatory frameworks and non-economic benefits. Topics range from emerging trends and capital for development to managing technology-intensive ventures and innovation in organizations of different sizes. It also discusses organizational structures, investment strategies for science and technology enterprises, and the roles of technological innovators. Additionally, it addresses technology transfer between developing countries and innovation across enterprise, political, and economic systems.
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