Antecedent configurations toward supply chain resilience: The joint impact of supply chain integration and big data analytics capability

供应链 大数据 前因(行为心理学) 供应链管理 定性比较分析 稳健性(进化) 过程管理 计算机科学 动态能力 分析 外包 知识管理 业务 数据科学 数据挖掘 营销 基因 机器学习 发展心理学 化学 生物化学 心理学
作者
Yisa Jiang,Taiwen Feng,Yufei Huang
出处
期刊:Journal of Operations Management [Wiley]
被引量:10
标识
DOI:10.1002/joom.1282
摘要

Abstract Many antecedents identified as essential to supply chain resilience (SCR) are often studied independently, without considering their synergistic effects. Based on a case study and resource orchestration theory, this article focuses on configurations of different antecedents regarding supply chain integration and big data analytics capability to develop proactive and reactive SCR. Using survey data from 277 Chinese manufacturing firms, we consider three dimensions of supply chain integration, information integration, operational integration and relational integration, and three dimensions of big data analytics capability, technical skills, managerial skills and data driven‐decision culture, and conduct fuzzy‐set qualitative comparative analysis (fsQCA) to explore antecedent configurations generating high proactive and reactive SCR. We find that multiple antecedent configurations can achieve high SCR and configurations for high proactive and reactive SCR are not identical, which may involve alternative effects across different antecedents. We further implement propensity score matching analysis and reveal that firms following these configurations for high SCR also have better economic and operational performance. Moreover, we check the robustness of findings by using secondary data and attributes analysis with machine learning. This article complements and extends existing SCR literature from the configurational perspective and provides practical insights for managers to build SCR.
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