从代码到连接:负责任的人工智能(RAI)和领导者的 RAI 象征在推动高科技员工创新中的作用

IF 2.5 4区 计算机科学 Q2 COMPUTER SCIENCE, CYBERNETICS Kybernetes Pub Date : 2024-06-25 DOI:10.1108/k-02-2024-0409
Shahan Bin Tariq, Jian Zhang, Faheem Gul Gilal
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引用次数: 0

摘要

目的 人工智能(AI)从根本上改变了组织,但道德人工智能对员工创新的影响仍未得到充分研究。因此,本研究旨在探讨负责任的人工智能(RAI)是否会通过创新自我效能感(CSE)和员工心理健康与幸福感(EMHWB)来增强高科技员工的创新工作行为(IWB)。本研究进一步探讨了领导者的 RAI 象征(LRAIS)如何调节 RAI 的效果。研究结果结果显示,二阶 RAI 增强了员工的 IWB。该效应通过 CSE 和 EMHWB 得到了直接和间接的支持。研究结果还显示,LRAIS 一方面显著调节了 RAI 对 CSE 和 EMHWB 的影响。实践意义高科技公司的管理者可以通过优先考虑人工智能控制机制、偏差检查和算法审计等行为的道德人工智能设计,解决损害员工 IWB 的人工智能外观问题。同样,这些管理者应促进 RAI 讨论和有针对性的培训,重点关注员工的认知发展和福祉。同样,高科技公司也可将 RAI 拥抱计划和领导职位评估纳入其中。原创性/价值这项研究推动了主流人工智能文献的发展,并在社会认知理论的基础上,解决了 RAI 对员工 IWB 的影响这一显著空白。此外,本研究还揭示了 CSE 和 EMHWB 如何影响 RAI 环境中的 IWB。此外,通过信号理论,本研究强调了 LRAIS 在新兴市场高科技企业中放大 RAI、CSE 和 EMHWB 之间直接关联的重要性。
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From code to connection: the role of responsible artificial intelligence (RAI) and leaders’ RAI symbolization in fueling high-tech employee innovation

Purpose

Artificial intelligence (AI) radically transforms organizations, yet ethical AI’s effect on employee innovation remains understudied. Therefore, this study aims to explore whether responsible artificial intelligence (RAI) enhances high-tech employees’ innovative work behavior (IWB) through creative self-efficacy (CSE) and employee mental health and well-being (EMHWB). The study further examines how leaders’ RAI symbolization (LRAIS) moderates RAI’s effect.

Design/methodology/approach

Through structural equation modeling, 441 responses of high-tech firms’ employees from Pakistan were utilized for hypotheses testing via SmartPLS-4.

Findings

The results revealed that second-order RAI enhances employees’ IWB. The effect was supported directly and indirectly through CSE and EMHWB. Findings also showed that LRAIS significantly moderates RAI’s influence on CSE, on the one hand, and EMHWB, on the other.

Practical implications

High-tech firms’ managers can fix AI-outlook issues that impair their employees’ IWB by prioritizing an ethical AI design involving actions like AI control mechanisms, bias checks and algorithmic audits. Similarly, these managers should facilitate RAI discussions and targeted trainings focusing on employees’ cognitive development and well-being. Likewise, RAI embracement programs and evaluations for leadership positions could be incorporated into high-tech firms.

Originality/value

This study advances the mainstream AI literature and addresses a notable gap concerning RAI’s influence on employees’ IWB while grounding in social cognitive theory. Moreover, this study unveils how CSE and EMHWB affect IWB within RAI milieus. Additionally, through signaling theory, it underscores the significance of LRAIS in amplifying the direct association between RAI, CSE, and EMHWB within high-tech firms in emerging markets.

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来源期刊
Kybernetes
Kybernetes 工程技术-计算机:控制论
CiteScore
4.90
自引率
16.00%
发文量
237
审稿时长
4.3 months
期刊介绍: Kybernetes is the official journal of the UNESCO recognized World Organisation of Systems and Cybernetics (WOSC), and The Cybernetics Society. The journal is an important forum for the exchange of knowledge and information among all those who are interested in cybernetics and systems thinking. It is devoted to improvement in the understanding of human, social, organizational, technological and sustainable aspects of society and their interdependencies. It encourages consideration of a range of theories, methodologies and approaches, and their transdisciplinary links. The spirit of the journal comes from Norbert Wiener''s understanding of cybernetics as "The Human Use of Human Beings." Hence, Kybernetes strives for examination and analysis, based on a systemic frame of reference, of burning issues of ecosystems, society, organizations, businesses and human behavior.
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