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Skill Acquisition and Data Sales

Shiyang Huang, Yan Xiong, Liyan Yang

Management Science · 2022 · Volume 68 · Issue 8

DOI: 10.1287/mnsc.2021.4117

Abstract

We develop a data-sales model to study the implications of alternative data for financial markets. Investors acquire skills to process the purchased raw data, and developing such skills is costly and involves considerable uncertainty. The data vendor controls the size of the data sample to influence the precision of the information investors can extract from the purchased data. Price informativeness is hump-shaped in skill-acquisition costs although the cost of capital and return volatility are U-shaped in skill-acquisition costs. Similar patterns can arise for skill mean and volatility. Our analysis suggests that the funds and data industries foster each other. This paper was accepted by Agostino Capponi, finance.

Keywords

alternative data, information, data sales, skill acquisition, price informativeness, asset prices

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