Working Paper Revision
Deciphering Federal Reserve Communication via Text Analysis of Alternative FOMC Statements
Abstract: We propose a text-based measure of monetary policy stance that models FOMC statements as convex combinations of dovish and hawkish alternatives, providing a tractable representation of the Committee's position along the policy spectrum. Leveraging staff-drafted alternative statements, we fine-tune a pre-trained language model to capture both quantitative precision and semantic tone. Stance is defined as the product of tone and novelty, and decomposed into expected and surprise components using high-frequency financial data. Surprises arise from shifts in tone relative to expectations or from statement novelty. Our framework enables counterfactuals showing how alternative communication could have moved markets.
JEL Classification: E30; E40; E50; G12;
https://doi.org/10.18651/RWP2020-14
Access Documents
File(s):
File format is text/html
https://www.kansascityfed.org/research/research-working-papers/deciphering-federal-reserve-communication-via-text-analysis/
Description: Full text
Bibliographic Information
Provider: Federal Reserve Bank of Kansas City
Part of Series: Research Working Paper
Publication Date: 2025-06-12
Number: RWP 20-14
Related Works
- Working Paper Revision (2025-06-12) : You are here.
- Working Paper Revision (2023-11-14) : Deciphering Federal Reserve Communication via Text Analysis of Alternative FOMC Statements*
- Working Paper Original (2020-10-06) : Deciphering Federal Reserve Communication via Text Analysis of Alternative FOMC Statements