Reliable public-survey analysis combines plausible coding and weighted point estimation with the recovery of the correct weights, strata, primary sampling units, replicate-weight convention, domain rule, degrees of freedom, and confidence-interval rule fro m official documentation. We introduce SurveyUQBench, a benchma...