Spatial Prediction in Small Area Estimation
Spatial Prediction in Small Area Estimation
Author(s): Martin Vogt, Partha Lahiri, Ralf MünnichSubject(s): Economy
Published by: Główny Urząd Statystyczny
Keywords: Fay-Herriot; CAR; poverty estimation; spatial models;
Summary/Abstract: Small area estimation methods have become a widely used tool to provide accurate estimates for regional indicators such as poverty measures. Recent research has provided evidence that spatial modelling still can improve the precision of regional and local estimates. In this paper, we provide an intrinsic spatial autocorrelation model and prove the propriety of the posterior under a flat p rior. Further, we show using the SAIPE poverty data t hat the gain in efficiency using a spatial model can be essentially important in the presence of a lack of strong auxiliary variables.
Journal: Statistics in Transition. New Series
- Issue Year: 24/2023
- Issue No: 3
- Page Range: 77-94
- Page Count: 18
- Language: English