From | Paul Millar <[email protected]> |
To | [email protected] |
Subject | Re: st: Regressing with variables with missing values |
Date | Wed, 02 Nov 2005 12:15:26 -0700 |
At 10:52 AM 11/2/2005, Ramani Gunatilaka wrote:The way you retain the missing values is by recoding them to a non-missing value, e.g. the variable's mean. This has all sorts of problems though. The MD dummy variable indicator that you propose used to be popular but has since been discredited. See Paul Allison's Sage book "Missing Data."Dear Statalist, This may seem a stupid question for the statisticians among you but I'd appreciate some help. I want to run a regression on cross-section data with lots of variables, some of which have missing values. When I do that, Stata estimates the model using only the observations which have values for all variables. I downloaded tabmiss and rmiss2 as in the relvant FAQ and the commands would certainly help in enabling me to decide which variables to drop. But is there any way that I could retain all the variables with their missing values and make allowance for the missing values by including a dummy for missing variables?
For a synopsis of basic strategies and their pros and cons, see
http://www.nd.edu/~rwilliam/stats2/l12.pdf
That handout is weak in discussing more advanced methods, although it does allude to them. You might check out Royston's -ice- package, which was recently updated and discussed in the Stata Journal. Use
-findit ice-
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