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Synth is a package for R that enables one to construct a synthetic control group.

It constructs a synthetic control group based both on predictors, and on the dependent variable.

https://www.rdocumentation.org/packages/Synth/versions/1.1-5/topics/synth

synth constructs this synthetic control group by searching for a weighted combination of control units chosen to approximate the unit affected by the intervention in terms of characteristics that are predictive of the outcome.

However, in my case, I am trying to estimate a difference-in-differences model without any predictors used as controls.

Hence, I have only one variable (the total amount of accidents in a city, in my case). I need to find the combination of control-groups that would resemble the treatment group in term of this variable only.

Is it possible to implement it using the Synth package?

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  • $\begingroup$ A possible solution seems to use the dependent variable in the role of a predictor as well. This way, that would be 100% relevant to explain itself, and the result would be equivalent to looking at the dependent variable only. Is that correct? $\endgroup$ – Sam Aug 31 '18 at 8:14

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