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Asymptotic Learning with Ambiguous Information

Publication ,  Journal Article
Reshidi, P; Thereze, J; Zhang, M
Published in: American Economic Journal: Microeconomics
August 1, 2025

We study asymptotic learning when the decision-maker faces ambiguity in the precision of her information sources. She aims to estimate a state and evaluates outcomes according to the worst-case scenario. Under prior-by-prior updating, we characterize the set of asymptotic posteriors the decision-maker entertains, which consists of a continuum of degenerate distributions over an interval. Moreover, her asymptotic estimate of the state is generically incorrect. We show that even a small amount of ambiguity may lead to large estimation errors and illustrate how an econometrician who learns from observing others' actions may over- or underreact to information. (JEL D82, D83)

Duke Scholars

Published In

American Economic Journal: Microeconomics

DOI

EISSN

1945-7685

ISSN

1945-7669

Publication Date

August 1, 2025

Volume

17

Issue

3

Start / End Page

244 / 288

Publisher

American Economic Association

Related Subject Headings

  • 3803 Economic theory
  • 3801 Applied economics
  • 3502 Banking, finance and investment
  • 14 Economics
 

Citation

APA
Chicago
ICMJE
MLA
NLM
Reshidi, P., Thereze, J., & Zhang, M. (2025). Asymptotic Learning with Ambiguous Information. American Economic Journal: Microeconomics, 17(3), 244–288. https://doi.org/10.1257/mic.20230142
Reshidi, Pëllumb, João Thereze, and Mu Zhang. “Asymptotic Learning with Ambiguous Information.” American Economic Journal: Microeconomics 17, no. 3 (August 1, 2025): 244–88. https://doi.org/10.1257/mic.20230142.
Reshidi P, Thereze J, Zhang M. Asymptotic Learning with Ambiguous Information. American Economic Journal: Microeconomics. 2025 Aug 1;17(3):244–88.
Reshidi, Pëllumb, et al. “Asymptotic Learning with Ambiguous Information.” American Economic Journal: Microeconomics, vol. 17, no. 3, American Economic Association, Aug. 2025, pp. 244–88. Crossref, doi:10.1257/mic.20230142.
Reshidi P, Thereze J, Zhang M. Asymptotic Learning with Ambiguous Information. American Economic Journal: Microeconomics. American Economic Association; 2025 Aug 1;17(3):244–288.

Published In

American Economic Journal: Microeconomics

DOI

EISSN

1945-7685

ISSN

1945-7669

Publication Date

August 1, 2025

Volume

17

Issue

3

Start / End Page

244 / 288

Publisher

American Economic Association

Related Subject Headings

  • 3803 Economic theory
  • 3801 Applied economics
  • 3502 Banking, finance and investment
  • 14 Economics