Word embeddings are vectors of real numbers associated with words, designed to capture semantic and syntactic similarity between the words in a corpus of text. We estimate the word embeddings of the European Central Bank's introductory statements at monetary policy press conferences by using a...

We combine modern methods from Speech Emotion Recognition and Natural Language Processing with high-frequency financial data to precisely analyze how the vocal emo- tions and language of ECB President Mario Draghi affect the yields and yield spreads of major euro area economies. This novel...

One of the main goals of launching the EU's second Markets in Financial Instruments Directive (MiFID II) and the respective Markets in Financial Instruments Regulation (MiFIR) was to increase the transparency of transactions in financial markets. Prior to MiFID II, transparency requirements in...

We examine how speeches by Federal Open Market Committee (FOMC) members, including regional Fed presidents, shape private sector expectations. Speeches that signal rising inflationary pressures prompt both households and professional forecasters to raise their inflation expectations, consistent...

This briefing report evaluates the ECB's monetary policy in a context of declining inflation and stagnant growth. Inflation risks have been averted and, after a period of relatively tight policy in 2024, benchmark comparisons indicate that the current interest rate is consistent with the ECB's...

This briefing report evaluates the ECB's monetary policy in a context of declining inflation and stagnant growth. Inflation risks have been averted and, after a period of relatively tight policy in 2024, benchmark comparisons indicate that the current interest rate is consistent with the ECB's...

In this comment, we computationally reproduce the results of Linos et al. (2024), which shows contrary to researcher and practitioner predictions, that formal government communications are more effective at influencing resident behavior than informal government communications. We succeeded in...

During the post-pandemic inflation surge, many central banks actively used communication about the inflation outlook as a policy tool to limit spillovers from realized to expected inflation. We present novel survey evidence showing that the ECB's guidance about the projected inflation path...

We analyze how financial stability concerns discussed during Federal Open Market Committee (FOMC) meetings influence the Federal Reserve's monetary policy imple- mentation and communication. Utilizing large language models (LLMs) to analyze FOMC minutes from 1993 to 2022, we measure both...

This paper discusses the detailed review report of Republic of Moldova's Central Bank Transparency Code review. The National Bank of Moldova (NBM) has emerged from a challenging history regarding trust and accountability, significantly influencing its current transparency and communication...

This paper presents a detailed review report of Montenegro's Central Bank Transparency Code review. The transparency of the Central Bank of Montenegro (CBCG)'s legal framework, its mandate, autonomy, and decision-making arrangements have all been strengthened over time, but further improvements...

At the request of the Central Bank of Suriname (CBvS), this technical assistance (TA) mission assessed and provided recommendations to enhance the transparency, consistency, and stakeholder engagement of monetary policy and financial stability communication. Strengthening communication in these...

The technical assistance mission evaluated the Central Bank of Suriname's (CBvS) communication on monetary policy and financial stability to enhance transparency, consistency, and stakeholder engagement. Recommendations include institutionalizing structured decision-making with fixed schedules...

This paper introduces a classification framework to analyze central bank communications across four dimensions: topic, communication stance, sentiment, and audience. Using a fine-tuned large language model trained on central bank documents, we classify individual sentences to transform policy...

The Central Bank of Oman (CBO) has a strong focus on transparency, building on the Omani Vision 2040. In line with the country's long-term vision, Vision 2040 (see Box 1), the CBO is committed to enhancing its policies and operations in line with international best practices. The Central Bank...

We conducted a randomized field experiment to investigate the impact of direct central bank communication on the monetary policy knowledge and expectations of non-experts. Between 2022 and 2025, at the ECB Visitor Centre, we exposed nearly 5,000 participants from diverse visitor groups to policy...

Central bank communication has become a crucial tool for steering the monetary policy stance and shaping the outlook of market participants. Traditionally, analyzing central bank communication required substantial human effort, expertise, and resources, making the process time-consuming. The...

This paper investigates the effectiveness of the European Central Bank’s (ECB) communication in shaping market expectations and real economic outcomes. Using a transformer-based large language model (LLM) fine-tuned to ECB communication, the tone of monetary policy statements from 2003 to 2025...

Professional forecasters' long-run inflation expectations overreact to news and exhibit persistent, predictable biases in forecast errors. A model incorporating overconfidence in private information and a persistent expectations bias-which generates persistent forecast errors across most...

This paper examines the impact of political polarization on public trust in the Fed and its influence on macroeconomic expectations. Using a large-scale survey experiment which we fielded on President Trump’s 2025 inauguration day, we study how households form beliefs about the Fed regarding...

During the post-pandemic inflation surge, many central banks actively used communication about the inflation outlook as a policy tool to limit spillovers from realized to expected inflation. We present novel survey evidence showing that the ECB's guidance about the projected inflation path...

For central banks, official communications serve as essential monetary policy instruments: In press releases, speeches, and interviews, central banks explain their decisions, manage expectations, and promote confidence in their strategy. This Weekly Report analyzes European Central Bank (ECB)...

This paper investigates the responsiveness of US equity sectors to the sentiments conveyed by the speeches of the governors of the US Federal Reserve (the Fed). Using principal component analysis of the scores of four Lexicon dictionaries to analyze speeches from June 1, 1996, to September 30,...

This report presents an analysis of the Central Bank of the Republic of Azerbaijan's (CBA) communication framework and offers recommendations for enhancement. The technical assistance mission, led by the IMF Monetary and Capital Markets Department, aimed to modernize the CBA's communication...

We study the evolution of the European Central Bank's (ECB) monetary policy since July 2021, following the adoption of a new strategy and amid a period of volatile inflation. Utilizing text analysis, we assess changes in the general sentiment of the ECB's communication. Additionally, we employ...