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数据商品的形成:作为嵌入过程的数据分析

The Making of Data Commodities: Data Analytics as an Embedded Process

Journal of Management Information Systems · 2021
被引 85
人大 AFT50ABS 4

中文导读

研究数据如何被生成、管理并组装成可交易的数据商品,通过电信运营商的案例揭示数据再利用和聚合过程,为从业者和监管者提供数据管理实践的关键见解。

Abstract

This paper studies the process by which data are generated, managed, and assembled into tradable objects we call data commodities. We link the making of such objects to the open and editable nature of digital data and to the emerging big data industry in which they are diffused items of exchange, repurposing, and aggregation. We empirically investigate the making of data commodities in the context of an innovative telecommunications operator, analyzing its efforts to produce advertising audiences by repurposing data from the network infrastructure. The analysis unpacks the processes by which data are repurposed and aggregated into novel data-based objects that acquire organizational and industry relevance through carefully maintained metrics and practices of data management and interpretation. Building from our findings, we develop a process theory that explains the transformations data undergo on their way to becoming commodities and shows how these transformations are related to organizational practices and to the editable, portable, and recontextualizable attributes of data. The theory complements the standard picture of data encountered in data science and analytics, and renews and extends the promise of a constructivist Information Systems (IS) research into the age of datafication. The results provide practitioners, regulators included, vital insights concerning data management practices that produce commodities from data.

数据商品化大数据信息管理组织实践