Artificial Intelligence and Management: The Automation–Augmentation Paradox

自动化 任务(项目管理) 相互依存 规范性 透视图(图形) 管理 订单(交换) 领域(数学分析) 知识管理 社会学 工程类 业务 管理科学 计算机科学 认识论 人工智能 经济 社会科学 机械工程 数学分析 哲学 数学 财务
作者
Sebastian Raisch,Sebastian Krakowski
出处
期刊:Academy of Management Review [Academy of Management]
卷期号:46 (1): 192-210 被引量:2399
标识
DOI:10.5465/amr.2018.0072
摘要

Taking three recent business books on artificial intelligence (AI) as a starting point, we explore the automation and augmentation concepts in the management domain. Whereas automation implies that machines take over a human task, augmentation means that humans collaborate closely with machines to perform a task. Taking a normative stance, the three books advise organizations to prioritize augmentation, which they relate to superior performance. Using a more comprehensive paradox theory perspective, we argue that, in the management domain, augmentation cannot be neatly separated from automation. These dual AI applications are interdependent across time and space, creating a paradoxical tension. Overemphasizing either augmentation or automation fuels reinforcing cycles with negative organizational and societal outcomes. However, if organizations adopt a broader perspective comprising both automation and augmentation, they could deal with the tension and achieve complementarities that benefit business and society. Drawing on our insights, we conclude that management scholars need to be involved in research on the use of AI in organizations. We also argue that a substantial change is required in how AI research is currently conducted in order to develop meaningful theory and to provide practice with sound advice.
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