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unit -invariant variable #40
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Hi Anand,
Like in fixed effects, gsynth does not take in time-invariant covariates
because they have already been "control for" with the additive and
interactive fixed effects.
Best,
Yiqing
…On Tue, Mar 24, 2020 at 9:38 AM Anand Roopsind ***@***.***> wrote:
Hi,
I am building out a model where one of my covariates, elevation, is fixed
and does not vary with time as the outcome and some other covariates (e.g.
pop?).
I created a long structure data format and for the column with the
elevation value it repeats for each year there is an observation. I,
however, get the following error:
"Error in gsynth.default(formula = NULL, data = data, Y = Yname, D =
Dname, : Variable "elevation" is unit-invariant. Try to remove it. Timing
stopped at: 10.85 0.32 13.47"
Any guidance on the best way to include these time-invariate covariates
would be greatly appreciated.
Anand
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Yiqing Xu
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Thanks for that clarification Yiping. I went back through the gsynth publication and supplemental - is there an example of the use of the additive and interactive fixed effects model to control for these time-invariant covariates and then the application of gsynth. In one analysis I am exploring with gsynth, as a first step I used propensity score matching to identify the pool of control units based on time-invariant covariates. Curious how different these would be based on the IFE. Thanks again for taking the time to respond. Cheers |
Trimming based on time-invariant covariates before running gsynth/IFE is
certainly allowed and may improve overlap and speed. I think it's a good
idea if you have a lot of data.
…On Sun, Apr 5, 2020 at 10:05 AM Anand Roopsind ***@***.***> wrote:
Thanks for that clarification Yiping. I went back through the gsynth
publication and supplemental - is there an example of the use of the
additive and interactive fixed effects model to control for these
time-invariant covariates and then the application of gsynth.
In one analysis I am exploring with gsynth, as a first step I used
propensity score matching to identify the pool of control units based on
time-invariant covariates. Curious how different these would be based on
the IFE. Thanks again for taking the time to respond.
Cheers
Anand
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Yiqing Xu
Assistant Professor
Department of Political Science
Stanford University
http://yiqingxu.org/
|
Hello, I was wondering if the package allowed for including observed time-invariant covariates, as discussed in Remark 3 of the paper. |
They are not compatible with gsynth, however, another package we worked on,
bpCausal, can incorporate them.
…On Thu, Dec 16, 2021 at 10:36 AM jtorcasso ***@***.***> wrote:
Hello, I was wondering if the package allowed for including observed
time-invariant covariates, as discussed in Remark 3 of the paper.
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Thanks! Will check it out. |
Hi,
I am building out a model where one of my covariates, elevation, is fixed and does not vary with time as the outcome and some other covariates (e.g. pop?).
I created a long structure data format and for the column with the elevation value it repeats for each year there is an observation. I, however, get the following error:
"Error in gsynth.default(formula = NULL, data = data, Y = Yname, D = Dname, : Variable "elevation" is unit-invariant. Try to remove it. Timing stopped at: 10.85 0.32 13.47"
Any guidance on the best way to include these time-invariate covariates would be greatly appreciated.
Anand
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