The effect of data strategy on competitive advantage

IF 8 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE
Mauricius Munhoz de Medeiros, A. C. Maçada, José Carlos da Silva Freitas Junior
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引用次数: 10

Abstract

In the age of analytical competition, business models and gaining competitive advantage (CA) are directly related to organizations’ data strategy. Incorporating data strategy enables the organization to unlock the potential value of big data analytics. Therefore, this study aims to analyze how data strategy affects the achievement of CA.,Through survey research, data were collected from 103 respondents. Model testing and evaluation, partial least squares structural equation modeling and analysis of mediating effects were performed.,The supported hypotheses confirm the direct effects between the defensive and offensive positioning of the data strategy on CA, as well as the mediating effect of the offensive data strategy (ODS).,This study is groundbreaking in terms of empirically analyzing how defensive data strategy (DDS) or ODS affects CA. In conclusion, to extract value from their data, organizations need to establish their data strategy based on their strategic positioning, the potential of their resources and their analytical capabilities.,The defensive and offensive positioning of the data strategy are closely related to each other and both, in isolation, directly and positively, impact CA. It is also noted that the role of defensive positioning is to strengthen the offensive positioning of the data strategy, which in turn, plays a central role in achieving CA.,The results can assist managers in effectively incorporating analytical resources and capabilities, as well as helping them understand the dynamics and advantages of data strategy, so they can drive strategic objectives according to the organization’s positioning.,This study is groundbreaking in terms of empirically analyzing how DDS or ODS affects CA. In conclusion, to extract value from their data, organizations need to establish their data strategy based on their strategic positioning, the potential of their resources and their analytical capabilities.
数据战略对竞争优势的影响
在分析竞争的时代,商业模式和获得竞争优势(CA)与组织的数据战略直接相关。整合数据战略使组织能够释放大数据分析的潜在价值。因此,本研究旨在分析数据策略如何影响CA的实现。通过调查研究,收集了103名受访者的数据。进行了模型检验与评价、偏最小二乘结构方程建模和中介效应分析。支持的假设证实了数据策略的防守和进攻定位对CA的直接影响,以及进攻性数据策略(ODS)的中介作用。本研究在实证分析防御性数据战略(DDS)或ODS如何影响CA方面具有开创性。总之,为了从数据中提取价值,组织需要根据其战略定位、资源潜力和分析能力建立数据战略。数据战略的防守和进攻定位彼此密切相关,两者都是孤立的,直接和积极地影响CA。还注意到,防守定位的作用是加强数据战略的进攻定位,而进攻定位反过来又在实现CA中发挥核心作用。结果可以帮助管理者有效地整合分析资源和能力。以及帮助他们了解数据战略的动态和优势,因此他们可以根据组织的定位推动战略目标。本研究在实证分析DDS或ODS如何影响CA方面具有开创性。总之,为了从数据中提取价值,组织需要根据其战略定位、资源潜力和分析能力建立数据战略。
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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来源期刊
Bottom Line
Bottom Line INFORMATION SCIENCE & LIBRARY SCIENCE-
CiteScore
9.90
自引率
12.20%
发文量
7
期刊介绍: Because The Bottom Line: Managing Library Finances is written and edited by well respected figures from the librarian community - you can be assured the topics covered will be particularly relevant to you and your library.
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