大数据分析的使用如何影响供应链管理中的价值创造

How the Use of Big Data Analytics Affects Value Creation in Supply Chain Management

Journal of Management Information Systems · 2015
被引 805 · 同刊同年前 4%
FT 50ABS 4

中文导读

基于动态能力理论和技术-组织-环境框架,研究了组织使用大数据分析如何影响价值创造,以及影响其使用的关键因素,对管理者和学者有参考价值。

Abstract

Despite numerous testimonials of first movers, the underlying mechanisms of organizations’ big data analytics (BDA) usage deserves close investigation. Our study addresses two essential research questions: (1) How does organizational BDA usage affect value creation? and (2) What are key antecedents of organizational-level BDA usage? We draw on dynamic capabilities theory to conceptualize BDA use as a unique information processing capability that brings competitive advantage to organizations. Furthermore, we employ the technology–organization–environment (TOE) framework to identify and theorize paths via which factors influence the actual usage of BDA. Survey data collected from 161 U.S.-based companies show that: organizational-level BDA usage affects organizational value creation; the degree to which BDA usage influences such creation is moderated by environmental dynamism; technological factors directly influence organizational BDA usage; and organizational and environmental factors indirectly influence organizational BDA usage through top management support. Collectively, these findings provide a theory-based understanding of the impacts and antecedents of organizational BDA usage, while also providing guidance regarding what managers should expect from usage of this rapidly emerging technology.

供应链管理大数据分析动态能力价值创造技术-组织-环境框架