Theoretical Economics, Volume 19, Number 4 (November 2024)

Theoretical Economics 19 (2024), 1399–1413


Distributions of posterior quantiles via matching

Anton Kolotilin, Alexander Wolitzky

Abstract


We offer a simple analysis of the problem of choosing a statistical experiment to optimize the induced distribution of posterior medians, or more generally q-quantiles for any q ∈ (0,1). We show that a single experiment---the q-quantile matching experiment---implements all implementable distributions of posterior q-quantiles, with different distributions spanned by different selections from the sets of posterior q-quantiles. A dense subset of implementable distributions of posterior q-quantiles can be uniquely implemented by perturbing the q-quantile matching experiment. A linear functional is optimized over distributions of posterior q-quantiles by taking the optimal selection from each set of posterior q-quantiles. The q-quantile matching experiment is the only experiment that simultaneously implements all implementable distributions of posterior q-quantiles.

Keywords: Quantiles, statistical experiments, overconfidence, gerrymandering, persuasion

JEL classification: C61, D72, D82

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