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Econometrica Vol. 90 No. 5 2022

Information Hierarchies

Benjamin Brooks1; Alexander Frankel2; Emir Kamenica2

1 Department of Economics, University of Chicago. · 2 Booth School of Business, University of Chicago

open access

Abstract

If experiment A is Blackwell more informative than experiment B , it is always possible that A and B are induced by signals A′ and B′ such that A′ is a refinement of B′, that is, A′ entails observing B′ plus some additional information. We first show that this result does not extend beyond pairs of experiments: There exist collections of experiments that cannot be induced by a collection of signals so that whenever two experiments are Blackwell ordered, the associated signals are refinement ordered. In other words, sometimes it is impossible for more informed agents to know everything that less informed agents know. More broadly, define an information hierarchy to be a partially ordered set that ranks experiments in terms of informativeness. Is it the case that for any choice of experiments indexed on the hierarchy such that higher experiments are Blackwell more informative, there are signals that induce these experiments with higher signals being refinements of lower signals? We show that the answer is affirmative if and only if the undirected graph of the information hierarchy is a forest.

DOI
10.3982/ecta18589
Volume
90
Issue
5
Pages
2187-2214
Language
en
Sources
bibtex:phds-export.bib openalex crossref

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