Literature DB >> 26239405

Incorporating the sampling design in weighting adjustments for panel attrition.

Qixuan Chen1, Andrew Gelman2,3, Melissa Tracy4, Fran H Norris5, Sandro Galea6.   

Abstract

We review weighting adjustment methods for panel attrition and suggest approaches for incorporating design variables, such as strata, clusters, and baseline sample weights. Design information can typically be included in attrition analysis using multilevel models or decision tree methods such as the chi-square automatic interaction detection algorithm. We use simulation to show that these weighting approaches can effectively reduce bias in the survey estimates that would occur from omitting the effect of design factors on attrition while keeping the resulted weights stable. We provide a step-by-step illustration on creating weighting adjustments for panel attrition in the Galveston Bay Recovery Study, a survey of residents in a community following a disaster, and provide suggestions to analysts in decision-making about weighting approaches.
Copyright © 2015 John Wiley & Sons, Ltd.

Entities:  

Keywords:  CHAID algorithm; adjustment cell method; design variables; multilevel models; response propensity weighting

Mesh:

Year:  2015        PMID: 26239405      PMCID: PMC4626366          DOI: 10.1002/sim.6618

Source DB:  PubMed          Journal:  Stat Med        ISSN: 0277-6715            Impact factor:   2.373


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