Purpose

Big data analytics capability (BDAC) can affect firm performance in several ways. The purpose of this paper is to understand how BDA capabilities affect firm performance through supply chain resilience in the presence of the risk management culture.

Design/methodology/approach

The study adopted a cross-sectional approach to collect survey-based responses to examine the hypotheses. 167 responses were collected and analyzed using partial least squares in SmartPLS3. The respondents were generally senior IT executives with education and experience in data and business analytics.

Findings

The results show that BDA capabilities increase supply chain resilience as a mediator by enhancing innovative capabilities and information quality, ultimately leading to improved firm performance. In addition, the relationship between supply chain resilience and firm performance is influenced by risk management culture as a moderator.

Originality/value

The present study contributes to the relevant literature by demonstrating the mediating role of supply chain resilience between the BDA capabilities relationship and firm performance. In this context, some theoretical and managerial implications are proposed and discussed.

中文翻译：

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大数据分析能力在增强供应链弹性和公司绩效中的作用：动态能力视图

目的

大数据分析能力 (BDAC) 可以通过多种方式影响公司绩效。本文的目的是了解 BDA 能力如何在存在风险管理文化的情况下通过供应链弹性影响公司绩效。

设计/方法/方法

该研究采用横断面方法来收集基于调查的回答以检验假设。在 SmartPLS3 中使用偏最小二乘法收集和分析了 167 个响应。受访者通常是具有数据和业务分析教育和经验的高级 IT 主管。

发现

结果表明，BDA 能力作为中介，通过增强创新能力和信息质量来提高供应链弹性，最终提高公司绩效。此外，供应链弹性与企业绩效之间的关系受风险管理文化作为调节因素的影响。

原创性/价值

本研究通过证明供应链弹性在 BDA 能力关系和公司绩效之间的中介作用，为相关文献做出了贡献。在此背景下，提出并讨论了一些理论和管理意义。