An official website of the United States government
Here’s how you know
Official websites use .gov
A .gov website belongs to an official government organization in the United States.
Secure .gov websites use HTTPS
A lock (
) or https:// means you’ve safely connected to the .gov website. Share sensitive information only on official, secure websites.
In many surveys, the goal is to estimate the proportion of the population within different domains with a certain characteristic of interest. This estimation problem is often complicated by survey non-response and the difficulty in modeling the non-response mechanism. In this paper we develop a new method for analyzing categorical data with non-response when there is uncertainty about ignorability, which incorporates the idea that there are many a priori plausible ignorable and non-ignorable models. We consider saturated submodels of the full model, which may have a mixture of ignorable and non-ignorable components, and use Bayesian averaging to incorporate model uncertainty. This method is illustrated using data from the 2000 Accuracy and Coverage Evaluation Survey. A simulation study is used to evaluate the performance of the model and to compare the partition model to other popular non-ignorable Bayesian models.
Share
Related Information
WORKING PAPER
Statistical Research Reports and StudiesSome content on this site is available in several different electronic formats. Some of the files may require a plug-in or additional software to view.
Top