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Organizational capabilities that enable big data and predictive analytics diffusion and organizational performance: A resource-based perspective

机译:支持大数据和预测分析的扩散以及组织绩效的组织能力:基于资源的观点

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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.
机译:目的大数据和预测分析(BDPA)在制定业务决策中的作用受到了极大的关注。但是,关于BDPA如何将组织能力与组织绩效(OP)关联的当前知识尚不清楚。从基于资源的角度出发,本文的目的是提出一个模型,以检查信息技术(IT)部署(即战略性IT灵活性,业务与BDPA的伙伴关系和业务与BDPA的对接)和人力资源能力如何通过BDPA影响OP 。设计/方法/方法为了检验提出的假设,对从159家印度公司收集的调查数据应用了结构方程模型。结果结果表明,BDPA的传播可调节IT部署和人力资源能力对OP的影响。此外,IT部署和人力资源功能对BDPA扩散有直接影响,这也与OP有直接关系。独创性/价值通过这项研究,作者证明了IT部署和人力资源能力会通过BDPA传播对OP产生间接影响。

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