Big data analytics capability in building supply chain resilience: the moderating effect of innovation-focused complementary assets

Voon‐Hsien Lee, P. Foo, T. Cham, Teck-Soon Hew, G. Tan, K. Ooi
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Abstract

PurposeThis research investigates the mechanism by which big data capability enables superior supply chain resilience (SCRe) by empirically examining the links among big data analytics (BDA), supply chain flexibility (SCF) and SCRe, with innovation-focused complementary assets (CA-I) as the moderator.Design/methodology/approachExtensive surveys were conducted to gather 308 responses from Malaysian manufacturing firms in order to explore this framework. The structural and measurement models were examined and evaluated by using partial least squares structural equation modelling.FindingsThe findings revealed that BDA is linked to flexibilities in a manufacturing firm’s value chain, which in turn is related to the firm’s SCRe. However, the association between BDA and SCRe is surprisingly non-significant. Additionally, CA-I was discovered to moderate the connections between all of the constructs, except for the relationship between BDA and SCRe. Such findings imply that with the aim of enhancing resilience, a company should concentrate on SCF; and that BDA capability is a prerequisite for increasing these flexibilities.Originality/valueThis research extrapolates the findings of previous studies regarding BDA’s influence on SCRe by investigating the indirect effect of SCF, as well as the moderating influence of CA-I. This research is one of the first few studies to empirically examine the relationships between BDA, SCF and SCRe across manufacturing firms, with CA-I acting as a moderator.
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大数据分析能力在供应链复原力建设中的作用:以创新为重点的互补资产的调节作用
目的本研究通过对大数据分析(BDA)、供应链灵活性(SCF)和供应链弹性(SCRe)之间的联系进行实证研究,并以注重创新的互补资产(CA-I)作为调节因素,探讨了大数据能力实现卓越供应链弹性(SCRe)的机制。研究结果研究结果表明,BDA 与制造企业价值链中的灵活性有关,而灵活性又与企业的 SCRe 有关。然而,BDA 与 SCRe 之间的关联却出人意料地不显著。此外,除了 BDA 与 SCRe 之间的关系外,CA-I 对所有构念之间的联系都有调节作用。这些研究结果表明,为了提高应变能力,企业应专注于 SCF;而 BDA 能力是提高这些灵活性的先决条件。本研究是首批以实证研究的方式考察制造业企业的 BDA、SCF 和 SCRe 之间关系的少数研究之一,其中 CA-I 起着调节作用。
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