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Target Estimation and Adjustment Weighting for Survey Nonresponse and Sampling Bias.

Target Estimation and Adjustment Weighting for Survey Nonresponse and Sampling Bias.

・ISBN 978-1-108-79415-2 paper GB£ 18.00

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電子版あり 大学・学術機関向け電子ブック(eBook)ISBN 978-1-108-87921-7

著者・編者Caughey, Devin / Berinskey, Adam J. / Chatfield, Sara,
シリーズElements in Quantitative and Computational Methods for the Social Sciences
出版社(Cambridge U. Pr., UK)
出版年月2020
ページ数75 pp.
言語ENG
ニュース番号<659-L2721 659-L45>

解説

We elaborate a general workflow of weighting-based survey inference, decomposing it into two main tasks. The first is the estimation of population targets from one or more sources of auxiliary information. The second is the construction of weights that calibrate the survey sample to the population targets. We emphasize that these tasks are predicated on models of the measurement, sampling, and nonresponse process whose assumptions cannot be fully tested. After describing this workflow in abstract terms, we then describe in detail how it can be applied to the analysis of historical and contemporary opinion polls. We also discuss extensions of the basic workflow, particularly inference for causal quantities and multilevel regression and poststratification.