What’s that Noise? Analysing Sentiment-based Variation in Central Bank Communication

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 tex...

Cijeli opis

Spremljeno u:
Bibliografski detalji
Izdano u:MAGKS - Joint Discussion Paper Series in Economics (Band 41-2022)
Glavni autori: Hayo, Bernd, Zahner, Johannes
Format: Članak
Jezik:engleski
Izdano: Philipps-Universität Marburg 2022
Teme:
information content of sentiment indices
monetary policy
central banks, Loughran and McDonald (2011) dictionary
Sentiment index
Wirtschaft
Economics
Online pristup:PDF cijeli tekst
Oznake: Dodaj oznaku
Bez oznaka, Budi prvi tko označuje ovaj zapis!
Opis
Sažetak: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.
Opis fizičkog objekta:12 Seiten
ISSN:1867-3678
Digitalni identifikator objekta:10.17192/es2024.0748

Slični predmeti