What do surveys tell us about the formation of inflation expectations?

Number: 
100
Published: 
Coordinator(s):
Coauthors:
Cesar Anzola-Bravoa,
Luisa Fernanda Ballén-Rubioe,
Valeria Bejarano-Salcedoe,
Eliana Rocío González-Molanoa,
Alexander Guarín-Lópeze,
María Alejandra Hernández-Montesa,
Ramón Eduardo Hernández-Ortegaa,
Jonathan Muñoz-Martíneza,
Héctor Núñez-Amórteguie,
Jesús Otero Cardonae,
Julián Mauricio Pérez-Amayaa,
Andrey Duván Rincón-Torrese,
Paula Andrea Torres-Medinae
Classification JEL: 
C53, D84, E31, E37, E52
Keywords: 
Inflation expectations, Forecast evaluation, Expectation anchoring, Efficiency
Abstract: 

A fundamental task of the Banco de la República -Banrep- is to monitor inflation expectations, since these reflect the credibility of monetary policy. This document studies the formation of inflation expectations in Colombia from the information contained in surveys. Evidence suggests that survey forecasts are not consistently better (or worse) than model predictions. Furthermore, when survey expectations are included as an additional source in Banrep models, moderate gains are obtained in terms of the ability to forecast long time horizons. On the other hand, it is found that expectations converge to the Bank's inflation target, that is, they are anchored, although the degree of convergence depends on the type of agent and economic sector. Evidence of disagreement and bias is found in the aggregate expectation. This could be due to the heterogeneity of the agents, so it is not advisable to use the average of the surveys as an indicator of future inflation. Finally, the results indicate that in a changing economic environment, economic analysts do not efficiently review their expectations when they receive new information.

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Approach

This Ensayos Sobre Política Económica (ESPE in Spanish) paper is framed within the area of macroeconomic literature that studies the expectation formation process. Under an inflation targeting scheme, expected inflation plays a central role in the analysis of monetary policy and its effect on output. For the Central Bank, it is relevant to study the behavior of inflation expectations since these reflect the credibility and effectiveness of the monetary authority in achieving its main policy objective, which is to keep inflation stable and within the target range.

Contribution

The paper provides a broad and rigorous overview of the economic literature on the study of the formation of inflation expectations. For this purpose, it uses the expectations surveys conducted by Banco de la República (the Central Bank of Colombia - Banrep) and other entities in the country and abroad in order to analyze their statistical and economic properties for Colombia.  The hallmark of this research paper is that it not only uses consensus expectations but also those of individual agents in order to take advantage of the existing heterogeneity. 

Initially, the predictive capacity of expectations is analyzed using different sources, sectors and economic agents. Afterwards, it is studied whether Banrep's macroeconomic forecasting models are improved by including inflation expectations from surveys as additional sources of information. Then, it is established whether there are differences in the formation of inflation expectations between economic analysts and price-setting agents. Subsequently, it is analyzed whether inflation expectations at different time horizons, by agents and economic sectors, converge to the inflation target set by Banrep. Then, it is studied whether the average or median of individual expectations are a good estimator of aggregate expectations.  Finally, it is examined whether economic analysts efficiently revise their inflation expectations upon receiving new information.

“In an inflation targeting scheme, such as the one operating in Colombia, inflation expectations captured by surveys provide information to Banco de la República on society’s credibility in the established inflation target.”

Results

Expectations surveys and Banrep's dynamic stochastic general equilibrium (DSGE) models complement each other when making inflation forecasts. There is no statistical evidence that the surveys have better (or worse) predictive ability compared to DSGE models. By including survey expectations as additional information in forecasting models, moderate gains are obtained in terms of inflation predictive ability only over long-term horizons.  Furthermore, no evidence shows differences in the formation of inflation expectations between economic analysts and price-setting agents. Looking deeper into the anchoring of expectations, the evidence suggests that they converge to the target set by Banrep. However, there are some slight differences among agents, economic sectors, and surveys.

There is evidence of disagreement and bias in the aggregate expectation. This could be due to the heterogeneity of the agents, so it is not advisable to use the average of the surveys as an indicator of future inflation. The paper corrects expectations for bias and scale and finds that those resulting from optimal combinations are a promising alternative in terms of their forecasting ability.  Finally, the results suggest that most forecast revisions are weakly efficient, i.e., contemporaneous revisions do not appear to be related to past revisions.  On the contrary, when assuming forecasters that include many empirically relevant variables, in most cases, variables are found to affect the process of revising expectations, resulting in little evidence in favor of efficiency in the strong sense.