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st: Using over() option in -margins- command
From
"Weichle, Thomas" <[email protected]>
To
<[email protected]>
Subject
st: Using over() option in -margins- command
Date
Wed, 16 Mar 2011 10:49:13 -0500
Hi Statalisters,
Using the auto dataset, suppose I generate the following indicator
variables.
generate weight_gt_50ptile = 0
replace weight_gt_50ptile = 1 if weight > 3190
generate length_gt_25ptile = 0
replace length_gt_25ptile = 1 if length > 170
Then, I run the following logistic regression model.
* Case A:
logistic foreign i.weight_gt_50ptile i.length_gt_25ptile
estimates store auto
I would like to estimate average predicted probabilities using
-margins-. Suppose I run margins (1) and (2) below.
* (1)
margins weight_gt_50ptile#length_gt_25ptile, predict(pr)
* (2)
estimates restore auto
margins length_gt_25ptile, predict(pr) over(weight_gt_50ptile)
**** Note: Results obtained from (1) are identical to (2)
Suppose I run a similar model but include the variables mpg and price.
* Case B:
logistic foreign i.weight_gt_50ptile i.length_gt_25ptile mpg price
estimates store auto2
Again, I would like to estimate average predicted probabilities using
-margins-. Suppose I run margins (3) and (4) below (syntax identical to
(1) and (2)).
* (3)
margins weight_gt_50ptile#length_gt_25ptile, predict(pr) post
* (4)
estimates restore auto2
margins length_gt_25ptile, predict(pr) over(weight_gt_50ptile) post
**** Note: In this case, results obtained from (3) and (4) are not
identical to eachother.
In Case A, the margins are identical using "margins X#Y" compared to
"margins Y, over(X)".
In Case B, the margins are different using "margins X#Y" compared to
"margins Y, over(X)".
My question is the following: In Case B, why are the margins different?
It appears as if the over() option is the cause for this difference but
I am unable to understand its reasoning.
Tom Weichle
Math Statistician
Center for Management of Complex Chronic Care (CMC3)
Hines VA Hospital, Bldg 1, C202
708-202-8387 ext. 24261
[email protected]
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