R and R square over .90? for regression with imputed dataset
Posted by tonishi@iupui.edu on Dec 19, 2012; 3:51am
URL: http://spssx-discussion.165.s1.nabble.com/R-and-R-square-over-90-for-regression-with-imputed-dataset-tp5717033.html
Hello,
I was running regressions with the imputed variables, and I got R and R2 over .90. Is this ever possible? The highest R2 I had with original dataset was over .50.
I used SPSS Multiple Imputation and Missing Value Analysis functions by following all steps suggested by the IBM SPSS guide. The original dataset had a significant amount of missing values (about 10-40%). Some variables imputed are at the scale level as well as the individual scale items. I spoke to my advisor and she, too, is skeptical about this result.
Any suggestions would be appreciated. Thanks much.