大数据分析在制造敏捷性与绩效中的作用:组织创造力和客户作为数据分析师参与的调节-中介分析

The Role of Big Data Analytics in Manufacturing Agility and Performance: Moderation–Mediation Analysis of Organizational Creativity and of the Involvement of Customers as Data Analysts

BRITISH JOURNAL OF MANAGEMENT · 2021
被引 154 · 同刊同年前 1%
人大 A-ABS 4

中文导读

基于资源基础观,研究了大数据分析能力、组织创造力和客户作为数据分析师参与如何影响制造企业的敏捷性和绩效,通过对179家巴基斯坦制造商的调查数据进行实证分析。

Abstract

Abstract The involvement of customers as data analysts enables firms to gain valuable insights and create value from big data. We provide a theoretical explanation, drawn from the resource‐based view, for the influence of the involvement of customers as data analysts and of the development of big data analytics (BDA) capabilities in business‐to‐business contexts as routes to manufacturing agility and performance. Our study empirically tested a framework in which organizational creativity and the involvement of customers as data analysts may differentially influence the relationship between BDA capabilities and manufacturing agility. We further tested whether the relative impact of manufacturing agility depends on organizational creativity and the involvement of customers as data analysts. To test our proposed framework, we took a partial least‐squares structural modelling approach using data collected through a survey involving 179 engineering manufacturers operating across different industrial sectors in Pakistan. We provide evidence for organizational creativity and customer involvement, presenting a promising opportunity for manufacturers to gain better insights from resources, and for the deployment of BDA capabilities leading to better manufacturing agility and performance.

大数据分析制造敏捷性组织创造力客户参与企业绩效