Enhancing resilience in supply chains through resource orchestration and AI assimilation: An empirical exploration

Xingwei Lu , Xianhao Xu , Yi Sun
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Abstract

In the face of unprecedented global supply chain disruptions, enhancing supply chain resilience (SCR) has become a critical priority. This empirical study examines the crucial role of resource orchestration, encompassing internal reconfiguration and external integration, across the three dynamic capabilities of SCR: readiness, response, and recovery. Additionally, it investigates the moderating effect of AI assimilation on these relationships. Grounded in Resource Orchestration Theory (ROT), this research analyzes data from 388 supply chain executives in China. The findings demonstrate that resource orchestration significantly enhances SCR across most capabilities, with the notable exception of external integration’s effect on the recovery. Interestingly, AI assimilation emerges as a key moderator, strengthening the relationship between internal reconfiguration and the SCR capabilities of readiness and recovery, while exhibiting a negligible effect on the response. This study contributes to the academic discourse by illuminating the complex interactions among ROT, SCR, and AI assimilation, offering valuable guidance for developing effective SCR strategies and highlight the pivotal role of AI assimilation in navigating the complexities of modern global supply chain challenges.
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通过资源编排和人工智能同化增强供应链弹性:实证探索
面对前所未有的全球供应链中断,提高供应链弹性(SCR)已成为一个关键的优先事项。本实证研究考察了资源编排的关键作用,包括内部重构和外部整合,跨越SCR的三个动态能力:准备就绪、响应和恢复。此外,它还研究了人工智能同化对这些关系的调节作用。本研究以资源协调理论(Resource Orchestration Theory, ROT)为基础,分析了来自中国388位供应链高管的数据。研究结果表明,除了外部集成对恢复的影响之外,资源编排显著地增强了大多数功能的SCR。有趣的是,人工智能同化是一个关键的调节因素,加强了内部重构与SCR准备和恢复能力之间的关系,而对反应的影响可以忽略不计。本研究阐明了ROT、SCR和人工智能同化之间复杂的相互作用,为制定有效的SCR策略提供了有价值的指导,并强调了人工智能同化在应对现代全球供应链挑战的复杂性中的关键作用,从而为学术论述做出了贡献。
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来源期刊
CiteScore
16.20
自引率
16.00%
发文量
285
审稿时长
62 days
期刊介绍: Transportation Research Part E: Logistics and Transportation Review is a reputable journal that publishes high-quality articles covering a wide range of topics in the field of logistics and transportation research. The journal welcomes submissions on various subjects, including transport economics, transport infrastructure and investment appraisal, evaluation of public policies related to transportation, empirical and analytical studies of logistics management practices and performance, logistics and operations models, and logistics and supply chain management. Part E aims to provide informative and well-researched articles that contribute to the understanding and advancement of the field. The content of the journal is complementary to other prestigious journals in transportation research, such as Transportation Research Part A: Policy and Practice, Part B: Methodological, Part C: Emerging Technologies, Part D: Transport and Environment, and Part F: Traffic Psychology and Behaviour. Together, these journals form a comprehensive and cohesive reference for current research in transportation science.
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