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Target Estimation and Adjustment Weighting for Survey Nonresponse and Sampling Bias Devin Caughey (Massachusetts Institute of Technology)

Target Estimation and Adjustment Weighting for Survey Nonresponse and Sampling Bias By Devin Caughey (Massachusetts Institute of Technology)

Target Estimation and Adjustment Weighting for Survey Nonresponse and Sampling Bias by Devin Caughey (Massachusetts Institute of Technology)


Summary

Nonresponse and other sources of bias are endemic features of public opinion surveys. We elaborate a general workflow of weighting-based survey inference, and describe in detail how this can be applied to the analysis of historical and contemporary opinion polls.

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

Target Estimation and Adjustment Weighting for Survey Nonresponse and Sampling Bias by Devin Caughey (Massachusetts Institute of Technology)

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.

Table of Contents

1. The Problem of Unrepresentative Survey Samples; 2. Weight Estimation; 3. Target Estimation; 4. Application to Contemporary Election Surveys; 5. Application to Quota-sampled Opinion Polls; 6. Extensions and Conclusion.

Additional information

NLS9781108794152
9781108794152
1108794157
Target Estimation and Adjustment Weighting for Survey Nonresponse and Sampling Bias by Devin Caughey (Massachusetts Institute of Technology)
New
Paperback
Cambridge University Press
2020-10-22
75
N/A
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