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Re: st: Predicted Probablities using Predict versus Prvalue for an MLOGIT
From |
Richard Williams <[email protected]> |
To |
[email protected] |
Subject |
Re: st: Predicted Probablities using Predict versus Prvalue for an MLOGIT |
Date |
Sun, 10 Dec 2006 11:02:52 -0500 |
At 10:39 AM 12/10/2006, [email protected] wrote:
I'm trying to calculate and manipulate the predicted probabilities for a
multinomial logit with 3 outcomes for the dependent variable. When using
predict p1 p2 p3 if e(sample), pr the summary stats (ie. the mean) on p1,
p2, and p3 provide what would seem to be a reasonable result for predicted
probabilities, however when I use prvalue to calculate the same thing it
provides a result which would claim that the probability for one outcome is
extremely and unrealistically low. What would explain this difference?
It would help to see your commands and output. By default, prvalue
plugs in the means for other variables. This can be problematic if,
say, you have interaction terms or dummy variables, where the values
can't be mutually exclusive of each other, e.g. if you've got
something like male*income, females will always be 0 on this
term. The 2nd edition of Long & Freese's book discusses these sorts
of issues on pp. 425-427.
Related to this is there way to examine the changes to predicted
probabilities (ie. increasing by a standard deviation) by using the
predict, pr command rather than a program like prchange.
Thanks
prchange makes it so handy I am not sure why you would not want to
use it. But, other ways of plugging in hypothetical values are
illustrated on pps. 7-10 of
http://www.nd.edu/~rwilliam/stats2/Logistic-Stata9.pdf
I think what Long and Freese do is create temporary cases with the
desired values, and then use the predict command. prchange automates
that process but you can do it yourself, albeit somewhat more
tediously. There are also the prvalue and adjust commands. Also,
Long and Freese often show how you can use regular Stata commands to
do the same thing as their commands. I highly recommend the book if
you don't have it already:
http://www.stata.com/bookstore/regmodcdvs.html
-------------------------------------------
Richard Williams, Notre Dame Dept of Sociology
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