科研成果详情

题名The role of informational and human resource capabilities for enabling diffusion of big data and predictive analytics and ensuing performance
作者
出版日期2018
来源专著Innovation and Supply Chain Management: Relationship, Collaboration and Strategies
ISBN9783319743035;9783319743042
源著作者/编者António Carrizo MoreiraLuís Miguel D. F. FerreiraRicardo A. Zimmermann
出版地Cham, Switzerland
出版者Springer
页码283-302
摘要

Big data and predictive analytics, or 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 remains unclear. Even more linted is knowledge regarding how human resources (HR) might also work to support this linkage. Drawing from the resource-based view, this chapter proposes a model to examine how information technology deployment (i.e., strategic information technology flexibility, business-BDPA partnership and business-BDPA alignment) and HR capabilities affect organizational performance through BDPA. Survey data from 159 Indian firms show that BDPA diffusion mediates the influence of IT deployment and HR capabilities on organizational performance. In addition, there is a direct effect of IT deployment and HR capabilities on BDPA diffusion, which also has a direct relationship with organizational performance. The findings suggest the important of HR capabilities, which are often overlooked in the quest for more and better technology situations. Informational capabilities are also shown to play an important role in diffusing BDPA, and driving subsequent performance.

语种英语English
关键词Big data Big data analytics Human resource capabilities Information technology deployment capabilities Predictive analytics
DOI10.1007/978-3-319-74304-2_13
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Scopus入藏号2-s2.0-85064855275
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被引频次[WOS]:0   [WOS记录]     [WOS相关记录]
文献类型著作章节
条目标识符https://repository.uic.edu.cn/handle/39GCC9TT/6907
专题个人在本单位外知识产出
通讯作者Mishra, Deepa
作者单位
1.DeGroote School of Business,McMaster University,Hamilton,Canada
2.South University of Science and Technology of China,Shenzhen,China
3.Data Science Lab,Department of Operational Sciences,Air Force Institute of Technology,Dayton,United States
推荐引用方式
GB/T 7714
Mishra, Deepa,Luo, Zongwei,Hazen, Benjamin T. The role of informational and human resource capabilities for enabling diffusion of big data and predictive analytics and ensuing performance. Cham, Switzerland: Springer, 2018: 283-302.
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