具有ESG新闻情绪的投资组合管理

Stéphane Goutte, Ron Grosse, H. Le, Fei Liu, Hans-Jörg von Mettenheim
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引用次数: 0

摘要

本文介绍了一种新的新闻情感数据库,并通过几个交易实验分析了它在金融市场上的潜在应用。我们分析了新闻情绪(包括一般新闻和与esg相关的新闻)对欧洲股票回报的可预测性,以及在2015年至2023年的七年内将其作为适当交易策略的潜力。我们发现,情绪指标,如音调,极性显示显著关系的股票价格的回报。这些关系可以被利用,甚至以最天真的方式,创造出可以盈利并超越市场的交易策略。此外,在指标中,从esg相关新闻中提取的指标往往表现更好。该情绪数据库可通过网站https://esg.cafe上的定制应用程序获得
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Portfolio management with ESG news sentiment
In this paper, we introduce a novel news sentiment database and analyze its potential applications in the financial markets via several trading experiments. We analyze the predictability of the news sentiment (both general news and ESG-related news) on the return of European stocks and the potential of applying them as a proper trading strategy over seven years from 2015 to 2023. We find that sentiment indicators such as Tone, and Polarity show significant relationships to the return of the stock price. Those relationships can be exploited, even in the most naive way, to create trading strategies that can be profitable and outperform the market. Furthermore, among the indicators, those extracted from ESG-related news tend to show better performance. This sentiment database is available through a bespoke app at the website https://esg.cafe
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