How do firms create business value and dynamic capabilities by leveraging big data analytics management capability?

IF 4.7 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2022-10-16 DOI:10.1007/s10799-022-00380-w
Jingmei Gao, Zahid Sarwar
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Abstract

Despite researchers having averred that big data analytics (BDA) transforms firms' ways of doing business, knowledge about operationalizing these technologies in organizations to achieve strategic objectives is lacking. Moreover, organizations' great appetite for big data and limited empirical proof of whether BDA impacts organizations' transformational capacity poses a need for further empirical investigation. Therefore, this study explores the association between big data analytics management capabilities (BDAMC) and innovation performance via dynamic capabilities (DC), by applying the PLS-SEM technique to analyzing the feedback of 149 firms. Consequently, we ground our arguments on dynamic capability and social capital theory rather than a resource-based view that does not provide suitable explanations for the deployment of resources to adapt to change. Accordingly, we advance this research stream by finding that BDAMC significantly enhances innovation performance through DC. We also extend the literature by disclosing how BDAMC strengthens DC via strategic alignment and social capital.

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企业如何利用大数据分析管理能力创造商业价值和动态能力?
尽管研究人员认为大数据分析(BDA)改变了企业的经营方式,但有关在企业中运用这些技术实现战略目标的知识却十分匮乏。此外,企业对大数据的需求很大,而关于大数据分析是否会影响企业转型能力的实证证据却很有限,这就需要进一步的实证调查。因此,本研究运用 PLS-SEM 技术分析了 149 家企业的反馈信息,通过动态能力(DC)探讨了大数据分析管理能力(BDAMC)与创新绩效之间的关联。因此,我们的论点以动态能力和社会资本理论为基础,而不是基于资源的观点,因为后者无法为适应变化的资源配置提供合适的解释。因此,我们发现 BDAMC 通过 DC 显著提高了创新绩效,从而推动了这一研究流派的发展。我们还揭示了 BDAMC 如何通过战略调整和社会资本来加强 DC,从而扩展了相关文献。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
期刊介绍: ACS Applied Bio Materials is an interdisciplinary journal publishing original research covering all aspects of biomaterials and biointerfaces including and beyond the traditional biosensing, biomedical and therapeutic applications. The journal is devoted to reports of new and original experimental and theoretical research of an applied nature that integrates knowledge in the areas of materials, engineering, physics, bioscience, and chemistry into important bio applications. The journal is specifically interested in work that addresses the relationship between structure and function and assesses the stability and degradation of materials under relevant environmental and biological conditions.
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