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st: margins, marginsplot and piecewise regression
From
Chris <[email protected]>
To
statalist <[email protected]>
Subject
st: margins, marginsplot and piecewise regression
Date
Fri, 14 Jun 2013 11:02:42 +0200
Dear Statalist,
I am running a piecewise regression of the form
reg depvar i.period#control#(c.time1##c.time1##c.time1)
where period can take values 0,1,2; control is a dummy denoting the
control group, and time1 gives the month (from 1 to 39). Hence, I want
to estimate a third degree polynomial time trend for each of the 3
periods in each of the two groups (3*2 polynomials overall), and plot
the time trend for both control and treatment group.
The regression runs fine, and when I plot the polynomial(s) using the
coefficients I get reasonable results. However, when I want to plot it
via marginsplot, using
margins, at(time1==(1(1)39)) over(control)
marginsplot, name(piecewise, replace)
then what I get is something like a second degree polynomial; nothing
piecewise; for the plot see here:
https://dl.dropboxusercontent.com/u/6071534/piecewise.pdf
When I plot a polynomial for the last period manually using the
estimated coefficients, it seems reasonable and very unlike the
marginsplot: https://dl.dropboxusercontent.com/u/6071534/manualplot.pdf
In short, the problem seems to be that margins won't predict the
piecewise model correctly. If I replace period with all 1, then
marginsplot works fine (just one polynomial for the entire support,
instead of three). Can margins not deal with this piecewise
specification? Or do I have to specify the model differently?
Any help is very much appreciated
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