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10 - Randomized Response Instruments

from Part III - Fighting Nonignorable Nonresponse

Published online by Cambridge University Press:  29 February 2024

Michael A. Bailey
Affiliation:
Georgetown University, Washington DC
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Summary

This chapter highlights the critical importance of having the right kind of data for selection models that address nonignorable nonresponse. In general, we need a variable that is included in our response model and excluded from our outcome model. The best approach is creating a randomized response instrument that affects whether someone responds, but does not affect the content of their response. In many polling contexts, it is easy to create randomized response instruments. The pollster simply needs to figure out some protocol that affects response rate and then randomize it. Section 10.1 makes it clear that knowing the correct functional form is not enough to save a selection model. Section 10.2 highlights the difficulty of using observational response instruments. Section 10.3 discusses how and why to create randomized response instruments. Section 10.4 shows how to use randomized response instruments in a simple test for diagnosing nonignorable nonresponse. Section 10.5 shows how randomized response instruments enable us to use the full suite of selection models even when we do not observe data for nonrespondents.

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Polling at a Crossroads
Rethinking Modern Survey Research
, pp. 183 - 197
Publisher: Cambridge University Press
Print publication year: 2024

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