Prior-Free Blackwell

Fuente: arXiv
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Autore principale: Rosenthal, Maxwell
Natura: Preprint
Pubblicazione: 2025
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author Rosenthal, Maxwell
author_facet Rosenthal, Maxwell
contents This paper develops a prior-free model of data-driven decision making in which the decision maker observes the entire distribution of signals generated by a known experiment under an unknown distribution of the state variable and evaluates actions according to their worst-case payoff over the set of state distributions consistent with that observation. We show how our model applies to partial identification in econometrics and propose a ranking of experiments in which E is robustly more informative than E' if the value of the decision maker's problem after observing E is always at least as high as the value of the decision maker's problem after observing E'. This comparison, which is strictly weaker than Blackwell's classical order, holds if and only if the null space of E is contained in the null space of E'.
format Preprint
id arxiv_https___arxiv_org_abs_2510_08709
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Prior-Free Blackwell
Rosenthal, Maxwell
Theoretical Economics
Econometrics
This paper develops a prior-free model of data-driven decision making in which the decision maker observes the entire distribution of signals generated by a known experiment under an unknown distribution of the state variable and evaluates actions according to their worst-case payoff over the set of state distributions consistent with that observation. We show how our model applies to partial identification in econometrics and propose a ranking of experiments in which E is robustly more informative than E' if the value of the decision maker's problem after observing E is always at least as high as the value of the decision maker's problem after observing E'. This comparison, which is strictly weaker than Blackwell's classical order, holds if and only if the null space of E is contained in the null space of E'.
title Prior-Free Blackwell
topic Theoretical Economics
Econometrics
url https://arxiv.org/abs/2510.08709