The role of use for the business value of big data analytics

IF 8.7 2区 管理学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS
Yi-Ting Yeh , Rebekah Eden , Erwin Fielt , Rehan Syed
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引用次数: 0

Abstract

Big data analytics (BDA) has attracted significant attention from organisations who are seeking to leverage its analytical capabilities to enhance performance. Yet, most BDA investments fail to realise their expected value, indicating that the path for BDA value creation remains unclear; scholars call for a better understanding of the role of BDA use. Therefore, we seek to answer the research question: How does the use of BDA impact business value? We conducted a developmental literature review, resulting in the conceptualisation of the BDA-Use-Value (BDA-UV) framework. The framework consists of 10 constructs: BDA system capabilities, BDA use, BDA users and tasks, BDA organisational capabilities, complementary organisational resources, BDA learning, goal-oriented activities, intermediate outcomes, ultimate outcomes, and the internal and external environment. The framework also includes 10 propositions, which illuminate the relationships within the BDA value chain, BDA learning loop, and BDA context. This research contributes to theory by providing a consolidated view of disparate yet commensurate research streams (business value of IT and system use) and is critical in the BDA context where organisations are struggling to leverage BDA’s informating potential to derive value.
使用大数据分析的商业价值的作用
大数据分析(BDA)已经引起了那些寻求利用其分析能力来提高绩效的组织的极大关注。然而,大多数BDA投资未能实现其预期价值,这表明BDA价值创造的路径仍不明朗;学者们呼吁更好地理解BDA使用的作用。因此,我们试图回答这个研究问题:BDA的使用如何影响业务价值?我们进行了一项发展性文献综述,从而形成了bda -使用价值(BDA-UV)框架的概念化。该框架由10个结构组成:BDA系统能力、BDA使用、BDA用户和任务、BDA组织能力、补充性组织资源、BDA学习、目标导向活动、中间结果、最终结果以及内部和外部环境。该框架还包括10个命题,它们阐明了BDA价值链、BDA学习循环和BDA上下文之间的关系。这项研究通过提供不同但相称的研究流(IT和系统使用的商业价值)的统一视图来促进理论,并且在组织努力利用BDA的信息潜力来获得价值的BDA环境中至关重要。
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
Journal of Strategic Information Systems
Journal of Strategic Information Systems 工程技术-计算机:信息系统
CiteScore
17.40
自引率
4.30%
发文量
19
审稿时长
>12 weeks
期刊介绍: The Journal of Strategic Information Systems focuses on the strategic management, business and organizational issues associated with the introduction and utilization of information systems, and considers these issues in a global context. The emphasis is on the incorporation of IT into organizations'' strategic thinking, strategy alignment, organizational arrangements and management of change issues.
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