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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
ISSN/eISSN0025-1747
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
DOI10.1108/MD-03-2018-0324
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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
被引频次:54[WOS]   [WOS记录]     [WOS相关记录]
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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