Analysis of the Fed's communication by using textual entailment model of Zero-Shot classification

06/07/2023
by   Yasuhiro Nakayama, et al.
0

In this study, we analyze documents published by central banks using text mining techniques and propose a method to evaluate the policy tone of central banks. Since the monetary policies of major central banks have a broad impact on financial market trends, the pricing of risky assets, and the real economy, market participants are attempting to more accurately capture changes in the outlook for central banks' future monetary policies. Since the published documents are also an important tool for the central bank to communicate with the market, they are meticulously elaborated on grammatical syntax and wording, and investors are urged to read more accurately about the central bank's policy stance. Sentiment analysis on central bank documents has long been carried out, but it has been difficult to interpret the meaning of the documents accurately and to explicitly capture even the intentional change in nuance. This study attempts to evaluate the implication of the zero-shot text classification method for an unknown economic environment using the same model. We compare the tone of the statements, minutes, press conference transcripts of FOMC meetings, and the Fed officials' (chair, vice chair, and Governors) speeches. In addition, the minutes of the FOMC meetings were subjected to a phase analysis of changes in each policy stance since 1971.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
08/09/2021

Aspect-based Sentiment Analysis in Document - FOMC Meeting Minutes on Economic Projection

The Federal Open Market Committee within the Federal Reserve System is r...
research
08/13/2023

Transforming Sentiment Analysis in the Financial Domain with ChatGPT

Financial sentiment analysis plays a crucial role in decoding market tre...
research
09/24/2018

Central Bank Communication and the Yield Curve: A Semi-Automatic Approach using Non-Negative Matrix Factorization

Communication is now a standard tool in the central bank's monetary poli...
research
05/13/2023

Trillion Dollar Words: A New Financial Dataset, Task Market Analysis

Monetary policy pronouncements by Federal Open Market Committee (FOMC) a...
research
04/22/2022

Zero and Few-shot Learning for Author Profiling

Author profiling classifies author characteristics by analyzing how lang...
research
04/20/2023

Analyzing FOMC Minutes: Accuracy and Constraints of Language Models

This research article analyzes the language used in the official stateme...
research
11/26/2019

A Time Series Analysis of Emotional Loading in Central Bank Statements

We examine the affective content of central bank press statements using ...

Please sign up or login with your details

Forgot password? Click here to reset