The Augmented Synthetic Control Method. (arXiv:1811.04170v2 [stat.ME] UPDATED)
The synthetic control method (SCM) is a popular approach for estimating the impact of a treatment on a single unit in panel data settings. The “synthetic control” is a weighted average of control units that balances the treated unit’s pre-treatment outcomes as closely as possible. A critical feature of the original proposal is to use…