Analyse plausible values in surveys
Repeats an analysis for each of a set of 'plausible values' in a survey data set, returning a list suitable for mitools::MIcombine
. The default method works for both standard and replicate-weight designs but not for two-phase designs.
## S3 method for class 'survey.design' withPV(mapping, data, action, rewrite=TRUE, ...)
mapping |
A formula or list of formulas describing each variable in the analysis that has plausible values. The left-hand side of the formula is the name to use in the analysis; the right-hand side gives the names in the dataset. |
data |
A survey design object, as created by |
action |
With |
rewrite |
Rewrite |
... |
For methods |
A list of the results returned by each evaluation of action
, with the call as an attribute.
if(require(mitools)){ data(pisamaths, package="mitools") des<-svydesign(id=~SCHOOLID+STIDSTD, strata=~STRATUM, nest=TRUE, weights=~W_FSCHWT+condwt, data=pisamaths) oo<-options(survey.lonely.psu="remove") results<-withPV(list(maths~PV1MATH+PV2MATH+PV3MATH+PV4MATH+PV5MATH), data=des, action=quote(svyglm(maths~ST04Q01*(PCGIRLS+SMRATIO)+MATHEFF+OPENPS, design=des)), rewrite=TRUE) summary(MIcombine(results)) options(oo) }
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