生成式人工智能时代的人类-人工智能代理

IF 5.7 2区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE
Sebastian Krakowski
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引用次数: 0

摘要

生成式人工智能(GenAI)的迅速出现正在深刻地改变工作和组织的性质,挑战了人工智能主要是实现预测和优化的流行观点。本文认为,GenAI代表了一种质的转变,需要对人工智能在管理和组织中的作用进行根本性的重新评估。通过确定和分析四个关键方面(i)基因人工智能作为一种通用技术的广泛适用性;(二)促进探索性和组合性创新的能力;(三)增强认知多样性和决策能力;(iv)对人工智能采用和价值创造的民主化影响。本文强调了GenAI在增强和扩大人类创造力、学习和创新方面的潜力。基于人工智能和管理文献的见解,以及人类-人工智能代理理论,本文提出了一个新的视角,挑战了以效率为导向的主流叙事。它提出了一种人类互补的方法来开发和实施GenAI,利用它作为探索的生成催化剂,可以从根本上提高创造力、创新和增长。GenAI的民主化方面可以扩大这些机制,在与适当的政策和管理选择相结合的情况下促进广泛共享的增长。讨论了对理论、实践和未来研究方向的影响,并提请注意需要与人类互补而不是竞争的GenAI开发和部署方法。本文最后讨论了这一变革性技术的理论、实践和政策含义。它概述了未来的研究方向,强调了人类在决定与人工智能采用和实施相关的组织、社会和伦理结果方面的关键作用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Human-AI agency in the age of generative AI
The rapid emergence of generative artificial intelligence (GenAI) is profoundly transforming the nature of work and organizations, challenging prevalent views of AI as primarily enabling prediction and optimization. This paper argues that GenAI represents a qualitative shift that necessitates a fundamental reassessment of AI's role in management and organizations. By identifying and analyzing four critical dimensions (i) GenAI's broad applicability as a general-purpose technology; (ii) its ability to catalyze exploratory and combinatorial innovation; (iii) its capacity to enhance cognitive diversity and decision-making; and (iv) its democratizing effect on AI adoption and value creation the paper highlights GenAI's potential to augment and scale human creativity, learning, and innovation. Building on insights from the AI and management literature, as well as on theory of human-AI agency, the paper develops a novel perspective that challenges the dominant efficiency-oriented narrative. It proposes that a human-complementary approach to GenAI development and implementation, leveraging it as a generative catalyst for exploration, can enable radically increased creativity, innovation, and growth. GenAI's democratizing aspects can amplify these mechanisms, promoting widely shared growth when combined with appropriate policy and managerial choices. Implications for theory, practice, and future research directions are discussed, drawing attention to the need for approaches in GenAI development and deployment that are complementary rather than competitive to human beings. The paper concludes by discussing the theoretical, practical, and policy implications of this transformative technology. It outlines future research directions, emphasizing the critical role of human agency in determining the organizational, societal, and ethical outcomes associated with AI adoption and implementation.
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来源期刊
CiteScore
11.20
自引率
1.60%
发文量
18
期刊介绍: Advances in information and communication technologies are associated with a wide and increasing range of social consequences, which are experienced by individuals, work groups, organizations, interorganizational networks, and societies at large. Information technologies are implicated in all industries and in public as well as private enterprises. Understanding the relationships between information technologies and social organization is an increasingly important and urgent social and scholarly concern in many disciplinary fields.Information and Organization seeks to publish original scholarly articles on the relationships between information technologies and social organization. It seeks a scholarly understanding that is based on empirical research and relevant theory.
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