Some Applications of Panel Data Models in Small Area Estimation
Some Applications of Panel Data Models in Small Area Estimation
Author(s): Vilma Nekrašaitė-LiegėSubject(s): Economy
Published by: Główny Urząd Statystyczny
Keywords: Small area estimation;panel-type data;model-based;model-assisted
Summary/Abstract: This study uses a real population from Statistics Lithuania to investigate the performance of different types of estimation strategies. The estimation strategy is a combination of sampling design and estimation design. The sampling designs include equal probability design (SRS) and unequal probability designs (stratified SRS and model-based sampling designs). Design-based direct Horvitz- Thompson, indirect model-assisted GREG estimator and indirect model-based estimator are used to estimate the totals in small area estimation. The underlying panel-type models (linear fixed-effects type or linear random-effects type) are examined in both stages of estimation strategies: sample design and construction of estimators.
Journal: Statistics in Transition. New Series
- Issue Year: 12/2011
- Issue No: 2
- Page Range: 265-280
- Page Count: 16
- Language: English