Heterogeneity in Individual Expectations, Sentiment, and Constant-Gain Learning

Stephen Cole and Fabio Milani

No 2021-05, Working Papers and Research from Marquette University, Center for Global and Economic Studies and Department of Economics

Abstract: This paper uses adaptive learning to understand the heterogeneity of individual-level expectations. We exploit individual Survey of Professional Forecasters data on output and inflation forecasts. We endow all forecasters with the same information set that they would have as economic agents in a benchmark New Keynesian model. Forecasters are, however, allowed to differ in the constant gain values that they use to update their beliefs and in their sentiments. The latter are defined as the degrees of excess optimism or pessimism about the economy that cannot be justified by the learning model. Our results highlight the heterogeneity in the gain coefficients adopted by forecasters. The median values of the gain coefficients occasionally jump to higher values in the 1970-80s, and stabilize in the 1990s and 2000s. Individual sentiment is also persistent and heterogeneous. Differences in sentiment, however, do not simply cancel out in the aggregate: the majority of forecasters exhibit excess optimism, or excess pessimism, at the same time.

Keywords: individual survey forecasts; heterogeneous expectations; constant-gain learning; new Keynesian model; sentiment shocks; waves of optimism and pessimism; evolving beliefs (search for similar items in EconPapers)
JEL-codes: C54 D84 E32 E50 E60 E70 E71 (search for similar items in EconPapers)
Date: 2021-06
New Economics Papers: this item is included in nep-dge, nep-mac and nep-ore
References: Add references at CitEc
Citations: View citations in EconPapers (2)

Downloads: (external link)
https://epublications.marquette.edu/econ_workingpapers/78 (application/pdf)

Related works:
Journal Article: Heterogeneity in individual expectations, sentiment, and constant-gain learning (2021)
Working Paper: Heterogeneity in Individual Expectations, Sentiment, and Constant-Gain Learning (2020)
Working Paper: Heterogeneity in Individual Expectations, Sentiment, and Constant-Gain Learning (2020)
This item may be available elsewhere in EconPapers: Search for items with the same title.

Export reference: BibTeX RIS (EndNote, ProCite, RefMan) HTML/Text

Persistent link: https://EconPapers.repec.org/RePEc:mrq:wpaper:2021-05

Access Statistics for this paper

More papers in Working Papers and Research from Marquette University, Center for Global and Economic Studies and Department of Economics Contact information at EDIRC.
Bibliographic data for series maintained by Andrew G. Meyer ().