大数据在金融中的使用与有用性:来自金融分析师的证据

The Use and Usefulness of Big Data in Finance: Evidence from Financial Analysts

Management Science · 2024
被引 39 · 同刊同年前 2%
人大 A+FT50UTD24ABS 4*

中文导读

研究了另类数据如何重塑卖方分析师的角色,发现分析师在报告中引用另类数据能提高盈利预测准确性,并为其券商带来更多交易佣金。

Abstract

Alternative data have become a new source of information for investors. This paper examines how this development is reshaping the role of sell-side analysts. Employing textual analysis of analysts’ written reports, we show that analysts themselves have begun to adopt alternative data in their analyses. Furthermore, we find that when analysts report drawing from alternative data they generate more accurate earnings forecasts, and their brokerages subsequently receive higher amounts in trading commissions from investors, suggesting that investors value the adoption of alternative data by analysts. This paper was accepted by Kay Gieseke, finance. Funding: This research is supported by NTU-Singapore under its startup grant program. Supplemental Material: The online appendix and data files are available at https://doi.org/10.1287/mnsc.2022.02659 .

替代数据金融分析师盈利预测准确性交易佣金