Global sourcing under tariffs: A perspective of time series analysis

IF 10 1区 工程技术 Q1 ENGINEERING, INDUSTRIAL International Journal of Production Economics Pub Date : 2024-11-23 DOI:10.1016/j.ijpe.2024.109473
D. James Zhang, Shaunak S. Dabadghao, Maximiliano Udenio
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Abstract

Global sourcing is a complex process to acquire products and services from international sources, and therefore is subject to various disruptions. This paper focuses on the effects of the large-scale tariffs during 2018–2019 on global sourcing behaviors. Drawing on tariff implications from analytic models of global supply network design, we specifically examine the patterns of global sourcing and how tariffs could disrupt global supply chains by investigating time series of monthly sourced amounts. We draw 222 manufacturing firms from the FactSet Shipping database, with 3,348,595 unique observations covering time period between January 2014 and December 2019. By applying multivariate time series clustering algorithm, we identify seven unique clusters for these firms. We further examine the disruptive effects of these tariffs by using intervention analysis of time series in each cluster. The results of intervention analysis demonstrates that disruptive effects differ in each cluster. An additional analysis reveals that firm size, growth potential, and firm profitability are associated with firms’ ability to deal with disruptions. Overall, our results have important implications for global supply chain management.
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关税下的全球采购:时间序列分析的视角
全球采购是一个从国际来源获取产品和服务的复杂过程,因此会受到各种干扰。本文主要研究2018-2019年大规模关税对全球采购行为的影响。根据全球供应网络设计分析模型的关税影响,我们通过调查每月采购数量的时间序列,专门研究了全球采购模式以及关税如何扰乱全球供应链。我们从FactSet航运数据库中选取了222家制造公司,在2014年1月至2019年12月期间进行了3,348,595次独特观察。通过多变量时间序列聚类算法,我们确定了这些公司的7个独特的聚类。我们通过对每个集群的时间序列进行干预分析,进一步检验了这些关税的破坏性影响。干预分析结果表明,不同集群的破坏性影响不同。另一项分析表明,企业规模、增长潜力和企业盈利能力与企业应对中断的能力有关。总体而言,我们的研究结果对全球供应链管理具有重要意义。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
International Journal of Production Economics
International Journal of Production Economics 管理科学-工程:工业
CiteScore
21.40
自引率
7.50%
发文量
266
审稿时长
52 days
期刊介绍: The International Journal of Production Economics focuses on the interface between engineering and management. It covers all aspects of manufacturing and process industries, as well as production in general. The journal is interdisciplinary, considering activities throughout the product life cycle and material flow cycle. It aims to disseminate knowledge for improving industrial practice and strengthening the theoretical base for decision making. The journal serves as a forum for exchanging ideas and presenting new developments in theory and application, combining academic standards with practical value for industrial applications.
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