32.5 Assumptions
- Good Donor Pool Matching
- The synthetic control should closely resemble the treated unit in pre-treatment periods.
- The gap between pre-treatment outcomes of the treated unit and synthetic control should be zero (or very small).
- No Contamination
- Only the treated unit experiences the intervention.
- Control units in the donor pool do not receive treatment.
- No Other Major Changes
- The treatment is the only significant event affecting the treated unit.
- Linearity Assumption
- The counterfactual outcome of the treated unit can be constructed as a weighted sum of the control units.
- Exlusion Restriction (Identification Assumption):
- The exclusion restriction holds conditional on pre-treatment outcomes.
The Synth
package provides an algorithm to determine the optimal weight for each control unit such that the synthetic control best resembles the treated unit before treatment.