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大数据分析的使用对其商业价值的作用

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

Journal of Strategic Information Systems · 2025
被引 13 · 同刊同年前 3%
ABS 4

中文导读

通过文献综述提出BDA-UV框架,包含10个构念和10个命题,解释大数据分析的使用如何影响商业价值,帮助组织理解价值创造路径。

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.

大数据分析商业价值信息系统使用组织能力