Quantile-Only Regression: Inference and Partial Identification under Quantile Disclosure

Researchers often observe group quantiles but not group means, raising the question of whether these summaries alone support conventional regression analysis. We develop estimation and inference methods for linear models of group means under quantile-only and mixed disclosure. We establish condition