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Evaluate Impacts of Big Data on Organizational Performance: Using Intellectual Capital as a Proxy

机译:评估大数据对组织绩效的影响:利用智力资本作为代理

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Big data analytics has come out as a new important field of study for both researchers and practitioners, demonstrating the significant demand for solutions to business problems in a data-driven knowledge-based economy. Employing the emergent technology successfully is not easy, and assessing the roles of big data in improving firm performance is even much harder. Additionally, empirical studies examining the impacts of the nascent technology on organizational performance remain scarce. The present study aimed to fill the gap. This study suggested using firms' intellectual capital as a proxy for the performance of big data implementation in assessing its influence on business performance. The present study employed the Value Added Intellectual Coefficient method to measure corporate intellectual capital, via its three main components: human capital efficiency, structural capital efficiency, and capital employed efficiency, and then used the structural equation modeling technique to model the data and test the models. The financial fundamental and market data of 100 randomly selected publicly listed firms in the sector of pharmaceutical, biotechnology, and life sciences were collected. The results of the tests showed that only human capital efficiency and capital employed efficiency had a significant positive impact on firm profitability, which highlighted the prominent roles of enterprise employees and financial capital in the impacts of big data technology.
机译:大数据分析已成为研究人员和从业者的一个新的重要研究领域,展示了对数据驱动的知识经济中的业务问题的重大需求。雇用紧急技术成功并不容易,并评估大数据在改善公司性能方面的角色更加困难。此外,检查新生技术对组织性能的影响的实证研究仍然稀缺。本研究旨在填补差距。本研究建议使用公司的智力资本作为对评估其对业务绩效影响的大数据实施的代理。本研究采用增值智力系数方法来衡量企业知识资本,通过其三个主要成分:人力资本效率,结构性资本效率和资本就业效率,然后使用了结构方程模拟技术来模拟数据并测试了楷模。收集了100家随机选定的公开上市公司在制药,生物技术和生命科学部门的金融基础和市场数据。测试结果表明,只有人力资本效率和资本就业效率对公司盈利能力产生了重大积极影响,这突出了企业员工和金融资本在大数据技术的影响中的突出作用。

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