What is that noise? Analysing sentiment-based variation in central bank communication

被引:6
|
作者
Hayo, Bernd [1 ,2 ,4 ]
Zahner, Johannes [1 ,2 ,3 ]
机构
[1] Philipps Univ Marburg, Sch Business & Econ, Macroecon Res Grp, Marburg, Germany
[2] Philipps Univ Marburg, Marburg Ctr Inst Econ MACIE, Marburg, Germany
[3] Philipps Univ Marburg, Sch Business & Econ, Inst Econ Res Grp, Marburg, Germany
[4] Philipps Univ Marburg, Philipps Univ, Macroecon Res Grp, Univ Str 24, D-35037 Marburg, Germany
关键词
Sentiment analysis; Monetary policy; Central banks; Loughran and McDonald (2011) dictionary; Information content of sentiment indices; POLICY;
D O I
10.1016/j.econlet.2022.110962
中图分类号
F [经济];
学科分类号
02 ;
摘要
To which degree can variation in sentiment-based indicators of central bank communication be at-tributed to changes in macroeconomic, financial, and monetary variables; idiosyncratic speaker effects; sentiment persistence; and random 'noise'? Using the Loughran and McDonald (2011) dictionary on a text corpus containing more than 10,000 speeches and press statements, we construct sentiment-based indicators for the ECB and the Fed. An analysis of variance (ANOVA) shows that sentiment is strongly persistent and influenced by speaker-specific effects. With about 80% of the variation in sentiment being due to noise, our findings cast doubt on the reliability of conclusions based on variation in dictionary-based indicators. (c) 2022 Elsevier B.V. All rights reserved.
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页数:5
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