Do-It-Yourself Multiple Imputation: Mode Effect Correction in a Public Opinion Survey
In this talk, I am demonstrating how a multiple imputation procedure can be built by a user from scratch. The motivating example comes from a public opinion survey in which the sampled respondents were providing their responses on the web or by phone. As is known in survey methodology literature, presence of an interviewer on the phone produces higher reports of socially desirable behaviors, such as number of friends or political engagement, or lower reports of undesirable behaviors, such as illicit drug use. Treating these less accurate responses as partially missing data, I develop a non-standard multiple imputation model that is driven by a concept of utility from choice and decision literature in economics. My implementation is aligned to supply the data to Stata -mi- suite, in the sense that I create the imputations, and -mi- combines them using Rubin's rules. As a side track, the workflow of the mode effect detection also featured multiple testing corrections. They required extensive -post- operations and exchanging the lists of variables between the do-files of the project. My work on this is also demonstrated.
When requesting a correction, please mention this item's handle: RePEc:boc:scon14:3. See general information about how to correct material in RePEc.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Christopher F Baum)
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If references are entirely missing, you can add them using this form.
If the full references list an item that is present in RePEc, but the system did not link to it, you can help with this form.
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your profile, as there may be some citations waiting for confirmation.
Please note that corrections may take a couple of weeks to filter through the various RePEc services.