When Does Central Bank Communication Matter? Textual Information, Dynamics, Regularization

  • Autor
  • Igor Barbosa de Andrade Duarte
  • Co-autores
  • Márcio Poletti Laurini
  • Resumo
  • This paper investigates when textual information from central bank communication improves forecasts of policy rate changes. Using minutes from the Brazilian Central Bank’s Monetary Policy Committee (Copom), we test whether the text helps predict changes in the Selic target rate between consecutive meetings. Minutes are encoded with sentence embeddings, and low-dimensional textual factors are extracted through principal component analysis estimated only on the training sample. Forecast performance is evaluated out of sample with an expanding-window backtest against persistence, random-walk, autoregressive, regularized, and state-space benchmarks. Text-only models perform poorly, but textual predictors improve forecasts when combined with short-run dynamics and regularization. The gains are economically meaningful and concentrated in periods of policy adjustment, while persistence remains hard to beat during rate-hold episodes. Overall, central bank communication contains useful forward-looking information, but its predictive signal is sparse and episodic.

     
  • Palavras-chave
  • Central bank communication; monetary policy; policy rate changes; text-as- data; forecast evaluation; macro-finance.
  • Modalidade
  • Comunicação oral
  • Área Temática
  • Macrofinanças
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  • Apreçamento de Ativos
  • Finanças Corporativas e Bancárias
  • Econometria Financeira
  • Engenharia Financeira
  • Macrofinanças
  • Econometria Financeira

Comissão Organizadora

  • Anderson Odias da Silva
  • Rafael Schiozer
  • Marcelo Fernandes
     

Comissão Científica

  • Alan De Genaro (FGV EAESP)
  • Allisson Martins (Universidade de Fortaleza)
  • Amanda Miranda Fantinatti (FEA-USP)
  • André de Castro Silva (Nova SBE)
  • Benjamin Miranda Tabak (FGV EPPGE)
  • Bernardo Ricca (Insper)
  • Bruno Cara Giovannetti (FGV EESP)
  • Caio Almeida (Princeton)
  • Claudia Yoshinaga (FGV EAESP)
  • Cristina Scherrer (LSE)
  • Danilo Cascaldi-Garcia (FED)
  • Eduardo Flores (FEA-USP)
  • Eduardo Horta (UFRGS)
  • Eduardo Kazuo Kayo (FEA-USP)
  • Emerson Fernandes Marçal (FGV EESP)
  • Fernando Chague (FGV EESP)
  • Flavio Augusto Ziegelmann (UFRGS)
  • Gustavo Freire (Nova SBE)
  • Gustavo Silva Araujo (BCB)
  • Henrique Castro (FGV EESP)
  • Henrique Castro Martins (FGV EAESP)
  • Jaime de Jesus Filho (FGV)
  • Jose Renato Haas Ornelas (BCB)
  • João F. Caldeira (UFSC)
  • Jéfferson Augusto Colombo (FGV EESP)
  • Klenio Barbosa (SKEMA)
  • Layla Mendes (FGV EBAPE)
  • Leandro dos Santos Maciel (FEA-USP)
  • Lucas Ayres Barreira de Campos Barros (FEA-USP)
  • Marcelo Brutti Righi (UFRGS)
  • Marcelo Fernandes (FGV EESP)
  • Marcelo Klötzle (PUC-Rio)
  • Mariana Oreng (ESPM)
  • Márcio Poletti Laurini (FEA-RP/USP)
  • Naielly Marques (PUC-Rio)
  • Paulo Renato Soares Terra (FGV EAESP)
  • Paulo Rogério Faustino de Matos (UFC)
  • Pedro A. C. Saffi (CUNEF)
  • Rafael Felipe Schiozer (FGV EAESP)
  • Rafael Matta (SKEMA)
  • Raquel de Freitas Oliveira (BCB)
  • Raul Riva (FGV EPGE)
  • Roberto Bomgiovani Cazzari (FEA-USP)
  • Rodrigo De Losso da Silveira Bueno (FEA-USP)
  • Rodrigo Leite (COPPEAD/UFRJ)
  • Ruy Monteiro Ribeiro (Insper)
  • Vinicius Augusto Brunassi Silva (FGV EESP)
  • Wilson Toshiro Nakamura (Mackenzie)
  • Yuri Fahham Saporito (FGV EMAp)