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The Role of Digital Platforms in Data Markets: How Platform-Shared Market Data Through Advanced Analytics Empower Firm Innovation

分析 大数据 原始数据 数据分析 产品(数学) 数据共享 数据科学 业务 价值(数学) 数据管理 新产品开发 数据存取 商业分析 计算机科学 范围(计算机科学) 数据治理 补充资产 知识管理 数字经济 营销 市场数据 客户参与度 边距(机器学习) 描述性统计 产品市场 产业组织 数据安全 信息技术 商业智能 信息共享 桥(图论) 市场价值 产品创新
作者
Yubo Chen,Xuebin Cui,Aishen Li,Banggang Wu,Liu Yang
出处
期刊:Management Science [Institute for Operations Research and the Management Sciences]
标识
DOI:10.1287/mnsc.2024.06633
摘要

Despite the growing value of data in digital markets, data sharing across firms is constrained by increasingly stringent privacy regulations. Digital platforms with their extensive data and analytical capabilities can help overcome these constraints by sharing market information through advanced analytics rather than raw data. In collaboration with Alibaba’s Taobao Marketplace, we utilize a natural experiment and examine how platform-shared data affect retailers’ performance. We find that advanced data analytics increase retailer sales by 31.8% beyond the effects of descriptive analytics. Analytics leveraging platform-level market data generate larger and more persistent performance gains than those relying solely on firm-level data, with small retailers benefiting disproportionately as market data help bridge their information gaps. Mechanism analyses reveal no effect on price and advertising expenditures; instead, platform-shared data enable retailers to innovate their product assortments, expanding category scope by 6.8% and increasing new stock-keeping unit introductions by 10.5%. This study contributes to the data economy literature by demonstrating that platform-shared market data can serve as a critical input to firm innovation, fostering more effective product assortment innovation and sustained performance improvements. Our findings also inform ongoing debates on data and platforms regulation by offering managerial and policy insights into how nonrival market data can be shared by platforms through data analytics to empower traditional businesses. This paper was accepted by Duncan Simester, marketing. Funding: Y. Chen and L. Yang acknowledge the financial support from the National Natural Science Foundation of China [Grant 71991461] and Tsinghua University School of Economics and Management Research Grant. X. Cui acknowledges the financial support from the National Natural Science Foundation of China [Grant 72002096]. B. Wu acknowledges the financial support from the National Natural Science Foundation of China [Grants 72372109 and 71902148] and Guanghua Talent Project of Southwestern University of Finance and Economics. Supplemental Material: The online appendix and data files are available at https://doi.org/10.1287/mnsc.2024.06633 .
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