Arbeitspapier
What's that noise? Analysing sentiment-based variation in central bank communication
To which degree can variation in sentiment-based indicators of central bank communication be attributed 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.
- Sprache
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Englisch
- Erschienen in
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Series: MAGKS Joint Discussion Paper Series in Economics ; No. 41-2022
- Klassifikation
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Wirtschaft
Large Data Sets: Modeling and Analysis
Central Banks and Their Policies
Policy Objectives; Policy Designs and Consistency; Policy Coordination
Economic Sociology; Economic Anthropology; Language; Social and Economic Stratification
- Thema
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Sentiment index
monetary policy
central banks
Loughran and McDonald (2011) dictionary
information content of sentiment indices
- Ereignis
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Geistige Schöpfung
- (wer)
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Hayo, Bernd
Zahner, Johannes
- Ereignis
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Veröffentlichung
- (wer)
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Philipps-University Marburg, School of Business and Economics
- (wo)
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Marburg
- (wann)
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2022
- Handle
- Letzte Aktualisierung
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10.03.2025, 11:43 MEZ
Datenpartner
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Objekttyp
- Arbeitspapier
Beteiligte
- Hayo, Bernd
- Zahner, Johannes
- Philipps-University Marburg, School of Business and Economics
Entstanden
- 2022