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Author(s):

Francesca Caselli | International Monetary Fund (IMF)
Luisa Charry | International Monetary Fund (IMF)
Larry Cui | International Monetary Fund (IMF)
Pragyan Deb | International Monetary Fund (IMF)
Allan Dizioli | International Monetary Fund (IMF)
Alexandra Fotiou | International Monetary Fund (IMF)
Ben Park | International Monetary Fund (IMF)
Sebastian Weber | International Monetary Fund (IMF)

Keywords:

Central bank communication , Europe , uncertainty , forward guidance , monetary policy , inflation expectations , advanced economies , emerging markets

JEL Codes:

D80 , E37 , E43 , E52 , E58

This SUERF Policy Brief summarizes Caselli et al (2026), IMF Working Paper. The views expressed are those of the authors and do not necessarily represent those of the International Monetary Fund, its Executive Board, or IMF management.

Abstract
When uncertainty rises and inflation becomes harder to forecast, should a central bank talk more about prospects and projections or explain what happened in the past? Leveraging novel Artificial Intelligence (AI) based indicators built from the monetary policy statements of eleven European central banks over 2009–2025, we document that references to uncertainty itself have become increasingly prominent in their communications during major economic and geopolitical shocks, but communication strategies to respond to the elevated uncertainty differed. Advanced-economy central banks have recently responded with more forward-looking language, while emerging-market central banks have tended to use more backward-looking language. The findings suggest that institutional capacity and credibility shape what central banks say about the future when that future is genuinely uncertain — with implications for how emerging-market central banks should sequence the build-up of forward-looking communication tools.

Why this matters

Uncertain environments have become the backdrop rather than the exception for monetary policy. Repeated shocks — from the Covid pandemic, the war in Ukraine, and recurring geopolitical and trade tensions — have kept financial-market and economic-policy uncertainty elevated for several years running, with the task of forecasting inflation and growth becoming harder. In this environment, central bank communication has shifted from a supporting role in the implementation of monetary policy to increasingly becoming a tool in its own right. When conventional policy signals are noisy, communication becomes more important: central banks need to explain not only what they are doing, but also how they are reading the outlook and how policy may respond as conditions evolve (Bernanke, 2024).

Yet, communicating under uncertainty involves a trade-off. Forward-looking language about the outlook can help anchor expectations by clarifying the policy reaction function (Blinder et al., 2008). But if the outlook is highly uncertain, too much forward-looking language can be perceived as a commitment, potentially limiting flexibility when it is most needed or even creating credibility risks if conditions change.

Europe provides an especially useful setting to analyze how central banks have managed this trade-off: central banks have broadly similar objectives and face broadly similar shocks, but differ in institutional frameworks and communication practices.

What we measure

We construct novel text-mining indicators of monetary policy communication from the monetary policy statements of eleven European central banks with sufficiently long publication records.1 One indicator measures the extent to which central banks explicitly discuss uncertainty itself (the “uncertainty communication index”), by which each statement is classified according to the share of its sentences containing pre-selected words reflecting uncertainty.

A second indicator (the “net-forward looking index”) quantifies the balance between forward- and backward-looking communication, that subtracts the share of sentences containing forward-looking from the share of sentences with backward-looking words.2 Importantly, the forward-looking index captures predominantly information-based forward-looking communication (i.e., references to the outlook, projections, expectations, and possible policy paths conditional on the outlook), rather than explicit commitment-based forward guidance.

What we find

Our “uncertainty communication index” rises sharply for advanced and emerging market countries in the sample around major shock episodes — including the Global Financial Crisis, Brexit, the Covid pandemic, and recent trade tensions (Figure 1) — suggesting that central banks have increasingly incorporated discussions of uncertainty into their policy communications across the income spectrum.

Figure 1. Central bank uncertainty communication aligns with large shock events

Advanced-economy central banks use more forward-looking language, relative to backward-looking language, than emerging-market central banks. This difference is visible in the distribution of the “net forward-looking index” across country groups (Figure 2). The difference is not only a matter of communication style. It also shows up in formal regression analysis linking how central bank communication responds across the two income groups to varying sources of uncertainty. The estimates show that when inflation-expectations become more uncertain, advanced-economy central banks respond by leaning further into forward-looking communication. Emerging-market central banks, by contrast, tend to place relatively more weight on backward-looking language when inflation uncertainty rises.

Figure 2. Distribution of the “net forward-looking index” across country groups

Interestingly, the difference in central bank communication traits is changing over time. Rolling window estimates show that during 2015- 2020, a period of low and stable inflation, advanced-economy central banks did not respond to inflation uncertainty with more forward-looking language. Only after the pandemic did advanced-economy central banks begin responding to inflation uncertainty with distinctly more forward-looking messaging (Figure 3).

Figure 3. Advanced-economy central banks’ communication response to inflation uncertainty over time

What it means for policy

The timing of the shift is telling: advanced-economy central banks became more forward-looking when inflation uncertainty returned as a live concern, after a long period of low and stable inflation and constrained policy rates. Why is this important? Caselli et al. (2026) discuss suggestive evidence that forward-looking communication may help reduce market uncertainty about the future path of policy rates. In the ECB case, forward-looking communication appears to be associated with lower volatility in interest-rate expectations, pointing to a potential stabilizing role when communication clarifies how policy will respond to changing economic conditions.

This divergence in communication styles may reflect differences in credibility. Central banks in advanced economies often have a longer track record of achieving their policy objectives and may therefore be better positioned to communicate about an uncertain economic future. By contrast, central banks with less-established credibility may play greater emphasis on explaining incoming data and past developments (Evdokimova et al., 2024).

For emerging-market central banks, the implication is not to avoid forward-looking communication altogether, but to develop it gradually, using information-based forward-looking language —explaining the outlook, the risks around it, and the conditions under which policy would respond, without creating the perception of firm commitments— to build credibility over time.

Concluding remarks

European central banks have developed broadly similar communication toolkits, but they do not use them in the same way when uncertainty rises. Advanced-economy central banks have recently leaned more on forward-looking language around the economic outlook to help anchor inflation expectations when inflation is uncertain. Emerging-market central banks have stayed closer to incoming data, likely reflecting a greater premium on flexibility and limited credibility preservation. At the same time, central banks across Europe have become more explicit in discussing economic uncertainty itself, particularly during major economic and geopolitical shocks.

The policy lesson is therefore nuanced. More forward-looking communication around the outlook might not always be better. Its effectiveness depends on credibility, institutional capacity, and the ability to communicate policy conditionality clearly. As elevated uncertainty looks set to persist, central banks should continue investing in the analytical and forecasting tools, transparency, and track record that make forward-looking communication credible.

References

Bernanke, B. (2024). “Forecasting for Monetary Policymaking and Communication at the Bank of England: A Review.” Bank of England, April.

Blinder, A. S., Ehrmann, M., Fratzscher, M., De Haan, J., and Jansen, D.-J. (2008). “Central Bank Communication and Monetary Policy: A Survey of Theory and Evidence.” Journal of Economic Literature, 46(4), 910–945

Caselli, F., L. Charry, L. Cui, P. Deb, A. Dizioli, A. Fotiou, and S. Weber (2026). “Central Bank Communication in Times of Uncertainty: AI-Assisted Decoding of Recent Trends in Europe.” IMF Working Paper WP/26/133.

Evdokimova, T., Mohácsi, P., Ponomarenko, O., and Ribakova, E. (2024). “Emerging Market Central Banking and Communication: The Great Catchup.” Financial and Economic Review, 23(1), 29–49.

  • 1.

    The sample includes the ECB and the national central banks of the United Kingdom, Iceland, Israel, Sweden, the Czech Republic, Hungary, Poland, Serbia, Romania, and Türkiye.

  • 2.

    A higher value of the “net forward-looking index” means that forward-looking language receives greater relative emphasis than backward-looking language. This distinction matters because central banks often use both forward- and backward-looking language in the same statement.

About the authors

Francesca Caselli

Francesca Caselli is a Senior Economist in the IMF’s European Department, where she works in the euro area team. She previously held positions in the IMF’s Fiscal Affairs and Research Departments, contributing to the Fiscal Monitor and the World Economic Outlook. She has also worked on a range of country assignments, including Niger, Senegal, the Czech Republic, and Slovakia. Her research interests include applied econometrics, international economics, monetary policy credibility, and fiscal frameworks. Her work has been published in leading peer-reviewed journals including the Journal of the European Economic Association, the Journal of International Economics, the European Economic Review, and the IMF Economic Review. She holds a Ph.D. in International Economics from the Graduate Institute in Geneva.

Luisa Charry

Luisa Charry is a Senior Economist in the IMF’s European Department, where she currently covers Sweden. She has held positions in the IMF’s Research, Western Hemisphere, and African Departments. Prior to joining the IMF, she worked as a market economist and at the Central Bank of Colombia. She earned an M.S. in International and Development Economics from Yale University. Her research focuses on monetary policy, international macroeconomics, finance, and economic development.

Larry Cui

Larry Q. Cui is a Senior Economist in the IMF’s Monetary and Capital Markets Department. He has worked in several IMF departments on surveillance, programs, and technical assistance in advanced and developing countries, including several in Europe, as well as at the European Central Bank and the World Bank. He holds an MPA/ID from Harvard University. His research examines how fiscal and macro-financial policies affect economic growth and financial stability and has been published in academic journals and books.

Pragyan Deb

Pragyan Deb is a Senior Economist at the IMF’s African Department, currently working on South Africa. Mr. Deb’s has done surveillance work on a varied set of countries, including the United Kingdom, Australia, China, and Saudi Arabia, and was part of the team working on the IMF’s financing arrangement with Mongolia and Myanmar. Mr. Deb research and policy interests are centered on monetary policy, labor markets, and structural policies, as well as macro-financial spillovers and financial stability risks. Before joining the IMF, Mr. Deb worked on macroprudential policy and banking regulation at the Bank of England. He holds a PhD in Finance from the London School of Economics.

Allan Dizioli

Allan Dizioli is a senior economist in the Euro Area Division of the IMF’s European Department. His research focuses on labor and macroeconomic modeling, monetary policy, and health economics. He has previously worked as an economist at the European Central Bank. He holds a PhD from the University of Pennsylvania.

Alexandra Fotiou

Alexandra Fotiou is an Economist in the European Department of the International Monetary Fund, currently part of the Euro Area team. Previously, she worked in the IMF’s Fiscal Affairs Department on the Fiscal Monitor team. She also worked on Sweden, Norway, and Senegal. Before joining the IMF, she was a Max Weber Fellow at the European University Institute. She holds a PhD in Economics and Finance from Bocconi University. She also worked at the European Central Bank and European Investment Bank. Her research focuses on macroeconomics and applied econometrics, with interests spanning fiscal and monetary policy, productivity and firm dynamics, and European economic integration, including the EU Single Market, capital markets, and financial integration.

Ben Park

Hyun Woo “Ben” Park is a Senior Research Officer in the Regional Studies unit of the IMF’s European Department. He participates in publications for the European Regional Economic Outlook and co-authored several IMF working papers. Previously, he has contributed to the work for IMF’s Israel, Switzerland and United Kingdom country teams. He holds a M.Sc. in Mathematics and Statistics from Georgetown University and obtained his B.A. in International Affairs and Economics from the George Washington University.

Sebastian Weber

Sebastian Weber is a Senior Fellow at the Graduate Institute in Geneva, on leave from the International Monetary Fund (IMF) where he was a Deputy Chief in the European Department. He has previously held positions at the Monetary and Capital Markets, the African and the Research Department at the IMF. He has also worked at the European Central Bank and has been a consultant for the OECD and the World Bank. Sebastian holds a PhD in International Economics from the Graduate Institute in Geneva and has studied Politics and Economics at the University of Cape Town and the University of Hamburg, where he obtained a B.Sc. (Hons.) in Economics. His research interests include monetary policy, international macro and finance, development, and labor economics. He has published in leading peer-reviewed journals and coauthored several policy papers.

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