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人工智能与运营:新兴研究与实践的基础框架

Artificial Intelligence and Operations: A Foundational Framework of Emerging Research and Practice

Production and Operations Management · 2025
被引 2
人大 AFT50UTD24ABS 4

中文导读

提出了一个三支柱框架(AI用于运营、运营用于AI、人机交互),帮助学者和从业者理解AI如何重塑运营管理,并指导AI在商业和社会系统中的整合。

Abstract

Artificial intelligence (AI) is poised to reshape operations across industries. Yet its real-world impact reveals a jagged and uneven implementation frontier. To make sense of this emerging landscape, we develop a foundational framework that synthesizes research and practice at the intersection of AI and Operations Management (OM), anchored in three interdependent pillars: (1) AI for OM, (2) OM for AI, and (3) Human–AI Interaction. First, AI for OM analyzes how AI enhances core operational processes, including design, procurement, production, and delivery. Second, OM for AI argues that scaling AI safely and effectively stands to benefit from core OM principles, including workflow design, capacity management, process control, drift detection, and continuous improvement, all of which are central to AI development and deployment. Third, Human–AI Interaction emphasizes the role of trust, incentives, and organizational design in mediating how humans and machines learn from and collaborate with each other. This triadic framework provides a foundation for organizing research on AI and OM and offers practical guidance for integrating AI into business and societal systems.

人工智能运营管理人机交互工作流设计