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通过动态数据分析实现可持续供应链绩效:可持续创新和供应链弹性的多重中介模型。

Unlocking sustainable supply chain performance through dynamic data analytics: a multiple mediation model of sustainable innovation and supply chain resilience.

机构信息

Department of Management, Sunway University, Selangor, Malaysia.

School of Engineering and Management, Xuzhou University of Technology, Xuzhou, China.

出版信息

Environ Sci Pollut Res Int. 2023 Aug;30(39):90615-90638. doi: 10.1007/s11356-023-28507-8. Epub 2023 Jul 18.

Abstract

This article provides a theoretical framework for comprehending the connections between dynamic data analytics capability (DDAC), innovation capabilities (IC), supply chain resilience (RES), and sustainable supply chain performance (SSCP). Since this is the first empirical investigation of the sequential mediation effect between DDAC and SSCP through IC and RES, it fills a critical need in the supply chain literature. A quantitative methodology was used, involving a survey questionnaire distributed to 259 large Pakistani manufacturing firms. We used PLS-SEM to test for the expected associations. Findings show that using DDAC has a beneficial effect on both innovative and resilient capabilities, which in turn leads to better SSCP. The research illuminates the sequential mediating roles of product, process, and resilience, underlining the need of combining data-driven innovation with resilience in order to achieve sustainable supply chain performance. These results provide useful guidance for businesses that want to boost their sustainability results by taking a more all-encompassing approach to data-driven innovation and resilience.

摘要

本文提供了一个理论框架,用于理解动态数据分析能力(DDAC)、创新能力(IC)、供应链弹性(RES)和可持续供应链绩效(SSCP)之间的联系。由于这是首次通过 IC 和 RES 对 DDAC 和 SSCP 之间的顺序中介效应进行实证研究,因此填补了供应链文献中的一个关键空白。采用定量方法,涉及向 259 家大型巴基斯坦制造企业分发调查问卷。我们使用 PLS-SEM 来检验预期的关联。研究结果表明,利用 DDAC 对创新和弹性能力都有积极影响,而这反过来又会导致更好的 SSCP。该研究阐明了产品、流程和弹性的顺序中介作用,强调了需要将数据驱动的创新与弹性相结合,以实现可持续的供应链绩效。这些结果为希望通过更全面的数据驱动创新和弹性方法来提高可持续性成果的企业提供了有用的指导。

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