FORTES, Roberta and Le Guenedal, Theo (2020): Tracking ECB's communication: Perspectives and Implications for Financial Markets.
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Abstract
This article assesses the communication of the European Central Bank (ECB) using Natural Language Processing (NLP) techniques. We show the evolution of discourse over time and capture the main themes of interest for the central bank that go beyond its traditional mandate of maintaining price stability, enlightening main concerns and themes of discussion among board members. We also built sentiment signals compatible with any form of language, both formal and informal, an important step as the ECB aims to enhance communication with non-expert audiences. In a second step, we measure the impact of the ECB's communication on the EUR/USD exchange rate. We found that our quantitative series, both topics and sentiment, improve financial-linked models consistently in all periods analyzed (2.5\% on average). Meaningful signals comprise a broad range of subjects and vary in time. This suggests that overall ECB's talk matters for asset prices, including themes not directly related to monetary policy. This result is particularly important in a context in which the ECB, as well as other major central banks, are moving towards integrating issues closer to the society into their scope of action, implying that subjects, which were considered peripheral, may become central. This emphasizes the importance for markets to effectively track central banks' communication to improve investment processes.
Item Type: | MPRA Paper |
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Original Title: | Tracking ECB's communication: Perspectives and Implications for Financial Markets |
Language: | English |
Keywords: | Quantitative trading, Central Bank, Fixed Income,Exchange Rates, Text mining, NLP, Euro |
Subjects: | C - Mathematical and Quantitative Methods > C3 - Multiple or Simultaneous Equation Models ; Multiple Variables > C38 - Classification Methods ; Cluster Analysis ; Principal Components ; Factor Models C - Mathematical and Quantitative Methods > C6 - Mathematical Methods ; Programming Models ; Mathematical and Simulation Modeling > C63 - Computational Techniques ; Simulation Modeling E - Macroeconomics and Monetary Economics > E4 - Money and Interest Rates > E44 - Financial Markets and the Macroeconomy F - International Economics > F3 - International Finance F - International Economics > F3 - International Finance > F31 - Foreign Exchange G - Financial Economics > G1 - General Financial Markets > G12 - Asset Pricing ; Trading Volume ; Bond Interest Rates |
Item ID: | 108746 |
Depositing User: | Ms Roberta Fortes |
Date Deposited: | 22 Jul 2021 06:50 |
Last Modified: | 22 Jul 2021 06:50 |
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URI: | https://mpra.ub.uni-muenchen.de/id/eprint/108746 |