Nonresponse adjusted estimation based on a composite weighting method in a panel survey
Nonresponse adjusted estimation based on a composite weighting method in a panel survey
  • Choi, Hyung-A
  • Kim, Young-Won
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초록

Respondents to panel surveys are commonly divided into continuous and noncontinuous groups based on their response patterns. In this study, we propose an estimator based on composite weights as an effective nonresponse adjustment method to reduce the bias of noncontinuous response groups. We derive the properties of the proposed estimator, such as its bias and mean squared error, and then compare its efficiency with that of alternative estimators. We present the results of simulations demonstrating that the proposed estimator exhibits less variance than the conventional method of directly using the response rate of a noncontinuous response group. It also exhibited a lower bias than that obtained using the response rate of the continuous response group. The composite weighting method used in the proposed estimator showed stable results in terms of minimizing extreme weights, indicating that it may be considered highly effective for noncontinuous response groups in panel surveys. © 2023, Korean Statistical Society.

키워드

Composite weighting methodNoncontinuous response groupNonresponse adjusted estimatorPanel survey
제목
Nonresponse adjusted estimation based on a composite weighting method in a panel survey
제목 (타언어)
Nonresponse adjusted estimation based on a composite weighting method in a panel survey
저자
Choi, Hyung-AKim, Young-Won
DOI
10.1007/s42952-023-00202-x
발행일
2023-06
유형
Article in Press
저널명
Journal of the Korean Statistical Society
52
2
페이지
304 ~ 329