大数据分析管理能力和供应链整合对全球采购的影响:对企业绩效的调查

Shokouh Razaghi, Sajjad Shokouhyar
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引用次数: 15

摘要

本研究旨在表明,具有大数据分析能力的管理层可以在全球采购过程中获得更多优势。此外,本研究利用其概念态度模型,旨在表明大数据分析管理能力通过整合的中介作用导致企业绩效的提高。设计/方法/方法通过在线问卷调查,来自13家伊朗公司的158名经理利用全球采购流程进行了调查。采用基于结构方程模型的偏最小二乘(PLS)方法评价假设的有效性。研究结果表明,大数据分析管理能力对全球采购和企业绩效具有直接的正向影响,并通过整合的中介作用产生正向影响。原创性/价值以前的研究已经仔细地讨论了大数据和大数据分析在企业中的作用。然而,这是少数研究解决大数据分析能力,特别是管理能力,在提高公司绩效中的作用。这项研究的结果揭示了一个事实,即全球采购如何充分利用大数据分析管理能力来更好地完成组织的职责。本研究的结果还揭示了大数据分析管理能力如何帮助组织提高绩效并为其单位带来利益。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Impacts of big data analytics management capabilities and supply chain integration on global sourcing: a survey on firm performance
Purpose This study aims to show that management with big data analytics capability can achieve more advantages of the global sourcing process. Furthermore, this study using its conceptual attitude model aims to show that big data analytics management capability leads to an increase in firm performance by the mediating role of integration. Design/methodology/approach Using an online questionnaire, 158 managers from 13 Iranian companies taking advantage of the global sourcing process were surveyed. The validity of the hypotheses was evaluated using partial least squares based on structural equation modeling (PLS method). Findings The results of the study showed that big data analytics management capability has a positive impact on global sourcing and firm performance directly, and by the mediating role of integration. Originality/value Previous studies have carefully addressed the role of big data and big data analytics in firms. However, this is among a few studies addressing the role of big data analytics capability, especially management capability, in improving firms’ performance. The results of this study shed light on the fact that how global sourcing takes the best advantage of big data analytics management capability for better accomplishment of organizations’ duties. The results of this study also disclose how big data analytics management capability helps organizations with their performance and bring benefits to their units.
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