大数据分析能力在创新绩效中的主导作用:组织准备和数字化导向的作用

Rima H. Binsaeed, A. Grigorescu, Zahid Yousaf, E. Condrea, A. Nassani
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引用次数: 2

摘要

技术的进步为商业组织实现可持续发展提供了各种机会。通过新兴技术,商业组织能够收集和分析对加速创新至关重要的重要信息。因此,本研究从大数据分析能力(BDAC)的角度考察了大数据如何促进制造业企业家的创新活动。本研究的目的在于探讨组织准备度与创新绩效之间的关系。此外,我们还考察了组织准备度在企业绩效评估与知识产权之间的中介作用。我们还研究了数字导向的强化作用。为了收集研究数据,我们接触了沙特阿拉伯制造业的494名一线管理人员。收集的数据使用描述性、相关性和层次回归技术等统计技术进行分析。我们发现,BDAC在发展组织准备和知识产权方面发挥着至关重要的作用。研究结果还证明,组织准备程度对知识产权有显著影响。结果表明,组织准备度在BDAC和IP之间起中介作用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Leading Role of Big Data Analytic Capability in Innovation Performance: Role of Organizational Readiness and Digital Orientation
The advancement of technology offers various opportunities for business organizations to achieve sustainable growth. Through emerging technologies, business organizations are able to collect and analyze essential information vital for the acceleration of innovation. Therefore, this study investigated how big data contribute to the innovation activities of manufacturing entrepreneurs in terms of big data analytic capability (BDAC). The aim of this study was to relate BDAC to organizational readiness and innovation performance (IP). Moreover, we examined the mediating role of organizational readiness between BDAC and IP. We also examined the strengthening role of digital orientation. To collect the study data, we approached 494 frontline managers of the manufacturing sector of Saudi Arabia. The collected data were analyzed using statistical techniques such as descriptive, correlation, and hierarchical regression techniques. We found that BDAC plays a vital role in developing organizational readiness and IP. The findings also proved that organizational readiness has a significant effect on IP. The results revealed that organizational readiness mediates between BDAC and IP.
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