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A note on propensity score weighting method using paradata in survey sampling

机译:关于在调查采样中使用Paradata的倾向评分加权方法的说明

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摘要

Paradata is often collected during the survey process to monitor the quality of the survey response. One such paradata is a respondent behavior, which can be used to construct response models. The propensity score weight using the respondent behavior information can be applied to the final analysis to reduce the nonresponse bias. However, including the surrogate variable in the propensity score weighting does not always guarantee the efficiency gain. We show that the surrogate variable is useful only when it is correlated with the study variable. Results from a limited simulation study confirm the finding. A real data application using the Korean Workplace Panel Survey data is also presented.
机译:在调查过程中经常收集Paradata,以监测调查响应的质量。一个这样的Paradata是一个受访者行为,可用于构建响应模型。使用受访者行为信息的倾向分量可以应用于最终分析以减少非响应偏差。但是,在倾向分数加权中包括替代变量并不总是保证效率增益。我们表明替代变量仅在与研究变量相关时才有用。有限仿真研究的结果证实了发现。还提供了使用韩国工作场所的真实数据应用程序。

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