发表状态 | 已发表Published |
题名 | Organizational capabilities that enable big data and predictive analytics diffusion and organizational performance: A resource-based perspective |
作者 | |
发表日期 | 2019-09-20 |
发表期刊 | Management Decision
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ISSN/eISSN | 0025-1747 |
卷号 | 57期号:8页码:1734-1755 |
摘要 | Purpose: Big data and predictive analytics (BDPA) has received great attention in terms of its role in making business decisions. However, current knowledge on BDPA regarding how it might link organizational capabilities and organizational performance (OP) remains unclear. Drawing from the resource-based view, the purpose of this paper is to propose a model to examine how information technology (IT) deployment (i.e. strategic IT flexibility, business–BDPA partnership and business–BDPA alignment) and HR capabilities affect OP through BDPA. Design/methodology/approach: To test the proposed hypotheses, structural equation modeling is applied on survey data collected from 159 Indian firms. Findings: The results show that BDPA diffusion mediates the influence of IT deployment and HR capabilities on OP. In addition, there is a direct effect of IT deployment and HR capabilities on BDPA diffusion, which also has a direct relationship with OP. Originality/value: Through this study, authors demonstrate that IT deployment and HR capabilities have an indirect impact on OP through BDPA diffusion. |
关键词 | Big data HR capabilities IT deployment capabilities Organization performance Predictive analytics Resource-based theory |
DOI | 10.1108/MD-03-2018-0324 |
URL | 查看来源 |
收录类别 | SSCI |
语种 | 英语English |
WOS研究方向 | Business & Economics |
WOS类目 | Business ; Management |
WOS记录号 | WOS:000487037400002 |
Scopus入藏号 | 2-s2.0-85049209200 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | https://repository.uic.edu.cn/handle/39GCC9TT/6887 |
专题 | 个人在本单位外知识产出 |
通讯作者 | Luo, Zongwei |
作者单位 | 1.DeGroote School of Business,McMaster University,Hamilton,Canada 2.Department of Computer Science and Engineering,SUSTech,Shenzhen,China 3.Department of Marketing and SCM,University of Tennessee,Knoxville,United States 4.Department of Management,Montpellier Business School,Montpellier,France |
推荐引用方式 GB/T 7714 | Mishra, Deepa,Luo, Zongwei,Hazen, Benjaminet al. Organizational capabilities that enable big data and predictive analytics diffusion and organizational performance: A resource-based perspective[J]. Management Decision, 2019, 57(8): 1734-1755. |
APA | Mishra, Deepa, Luo, Zongwei, Hazen, Benjamin, Hassini, Elkafi, & Foropon, Cyril. (2019). Organizational capabilities that enable big data and predictive analytics diffusion and organizational performance: A resource-based perspective. Management Decision, 57(8), 1734-1755. |
MLA | Mishra, Deepa,et al."Organizational capabilities that enable big data and predictive analytics diffusion and organizational performance: A resource-based perspective". Management Decision 57.8(2019): 1734-1755. |
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