Institutional pressures on setting up big data analytics capability

Luciana Klein, Ana Paula Sano Guilhem, Henrique Adriano de Sousa, Everton Lucio Soares de Oliveira
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Abstract

Abstract This article aims to analyze the setting up of tangible resources and human big data skills, in the face of institutional pressures, in the big data analytics capability in Brazilian companies. Innovation influences the environment in which companies are inserted, increasing uncertainties, resulting in behavioral changes of social players. In response to individual efforts to rationally deal with uncertainties and constraints, organizational homogenization emerges. However, the institutional pressures that influence the setting up of specific resources are still not fully understood in the literature. The replication of the study by Dubey (2019b) is considered, seeing big data technology as an innovation that has caused changes in the social context, thus we seek to grasp the setting up of organizational big data resources in Brazilian companies to build BDA capability, due to institutional pressures. The study makes it possible to see how institutional pressures set up BDA capability, thus being able to provide means to investment allocation decisions in data technology or improve technical management skills in the business intelligence team. The study brought to light the environmental response, resulting from the technological innovation of big data, in Brazilian companies. This demonstrates that organizations adhering to big data technology select their resources in the face of various pressures, in order to build big data analytics capability. This research has a descriptive and quantitative nature, and its operationalization took place through a survey. The research population consists of Brazilian companies that use technology with a large volume of structured and/or unstructured data, to generate results and insights, which support decision making. The survey participants were employees of Brazilian companies that have positions related to building big data analytics capability, located through the LinkedIn platform. 136 valid responses were obtained. To test the hypotheses, the Structural Equation Modeling technique was used by means of the software Smartspls v. 3.2.3. This study contributes by bringing an understanding of organizational behavior in the face of institutional pressures (coercive, normative, and mimetic) when selecting tangible resources and human big data skills to build BDA capability, using Resource-Based Theory. It is observed that the setting up of BDA capability is influenced by tangible resources and human skills. Tangible resources are selected due to formal pressures, competitive conditions, and by imitating existing standards in the market. Meanwhile, the required human skills are impacted, through legitimation and professional networks of decision makers.
建立大数据分析能力的体制压力
摘要本文旨在分析在体制压力下,巴西企业在大数据分析能力中的有形资源设置和人力大数据技能。创新会影响企业所处的环境,增加不确定性,导致社会参与者的行为发生变化。作为对个人努力合理处理不确定性和约束的回应,组织同质化出现了。然而,影响具体资源设置的制度压力在文献中仍未得到充分理解。考虑复制Dubey (2019b)的研究,将大数据技术视为一种引起社会环境变化的创新,因此由于制度压力,我们寻求掌握巴西公司组织大数据资源的设置,以构建BDA能力。该研究使我们能够看到制度压力如何建立BDA能力,从而能够为数据技术的投资分配决策提供手段,或提高商业智能团队的技术管理技能。这项研究揭示了巴西企业对大数据技术创新所带来的环境反应。这表明,坚持大数据技术的组织在面对各种压力时选择资源,以建立大数据分析能力。本研究具有描述性和定量性质,并通过调查进行了操作。研究对象由巴西公司组成,这些公司使用具有大量结构化和/或非结构化数据的技术来生成支持决策的结果和见解。调查参与者是巴西公司的员工,他们的职位与构建大数据分析能力有关,通过领英平台进行定位。共获得有效回复136份。为了验证假设,使用结构方程建模技术,软件Smartspls v. 3.2.3。本研究运用资源基础理论,理解了组织在面对制度压力(强制性、规范性和模仿性)时选择有形资源和人类大数据技能构建BDA能力的行为。研究发现,BDA能力的建立受到有形资源和人力技能的影响。有形资源的选择是由于正式的压力、竞争条件和模仿市场上现有的标准。与此同时,通过决策者的合法化和专业网络,所需的人类技能受到影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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