欧洲央行管理委员会成员的沟通:媒体信息对盘中金融市场的影响

IF 4.7 2区 经济学 Q1 BUSINESS, FINANCE
Linas Jurkšas, Rokas Kaminskas
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引用次数: 0

摘要

本文的目标是利用GPT语言模型确定欧洲央行管理委员会成员媒体信息的异质性,并利用2014年以来的高频数据评估其对金融市场的影响。我们的发现揭示了情绪和话题的趋势与经济发展和类似的研究是一致的。我们强调鹰派和鸽派成员之间的明显分歧。利用回归分析,我们证明了管理委员会成员沟通后的媒体信息显著影响欧元区各种资产类别。这些影响跨越不同时期。我们的研究还强调了对市场动态产生更明显影响的特定主题。据观察,鹰派言论对主权债券收益率的影响更大。此外,执行委员会成员以及德国、法国和奥地利央行行长的媒体信息对欧元区市场的整体影响最为显著。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Communication of ECB Governing Council members: Impact on intraday financial markets from media messages
The goal of this paper is to determine the heterogeneity in media messages across the ECB Governing Council members, employing the GPT language model, and assess its impact on financial markets with high-frequency data since 2014. Our findings uncover trends in sentiments and topics in line with economic developments and similar studies. We highlight a marked divergence between hawkish and dovish members. Using regression analysis, we demonstrate that the media messages after the communication of Governing Council members significantly influence various euro area asset classes. These effects are material across different periods. Our study also highlights specific topics that exert a more pronounced influence on market dynamics. Hawkish communication is observed to have a more substantial effect on sovereign bond yields. Furthermore, media messages of Executive Board members and the Governors of Germany, France and Austria are found to have the most significant overall impact on euro area markets.
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来源期刊
CiteScore
13.20
自引率
6.10%
发文量
75
审稿时长
69 days
期刊介绍: Behavioral and Experimental Finance represent lenses and approaches through which we can view financial decision-making. The aim of the journal is to publish high quality research in all fields of finance, where such research is carried out with a behavioral perspective and / or is carried out via experimental methods. It is open to but not limited to papers which cover investigations of biases, the role of various neurological markers in financial decision making, national and organizational culture as it impacts financial decision making, sentiment and asset pricing, the design and implementation of experiments to investigate financial decision making and trading, methodological experiments, and natural experiments. Journal of Behavioral and Experimental Finance welcomes full-length and short letter papers in the area of behavioral finance and experimental finance. The focus is on rapid dissemination of high-impact research in these areas.
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