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synthetic-controllisted

Design, estimate, validate, and write up a synthetic control analysis, including synthetic difference-in-differences, augmented and penalized variants, and factor-model/matrix-completion relatives for panel counterfactuals. TRIGGER on "synthetic control", "synthetic DiD", "SDID", "donor pool", "comparative case study", "geo holdout", "CausalImpact", "matrix completion", "interactive fixed effects", "gsynth", or any setting where one or a few aggregate units (a state, market, DMA, category, platform region) got treated and untreated units must form the counterfactual. Many treated units with staggered timing belong to did; choosing treatment markets prospectively to field-experiment.
ericluo04/claude-academic-workflow · ★ 13 · AI & Automation · score 70
Install: claude install-skill ericluo04/claude-academic-workflow
# Synthetic control An opinionated synthetic-control workflow grounded in a read canon (references/canon.md, current as of 2026-07-28): Abadie's JEL survey, the practice manual by the method's originator, with the synthetic-DiD bridge and the DiD-vs-SC boundary supplied by the Arkhangelsky-Imbens panel survey (shared with the did skill). Deliverable: the recommendation with its citation, the R estimation and diagnostics code, and a methods paragraph. Refresh path: run litreview on the method since the canon date, then propose additions to references/canon.md as flagged addenda. ## Which precedent your design looks like | Design shape | Canonical case | Marketing analogue | What kills it | |---|---|---|---| | One treated region, outcome co-moves across regions | Basque terrorism (Abadie and Gardeazabal 2003) | a single-market launch | donors whose outcome does not co-move with the treated region | | One treated unit, a regulation, other units running their own versions of it | California Prop 99 (Abadie, Diamond, and Hainmueller 2010) | a regulation hitting one state's category sales | already-treated donors left in the pool | | One treated unit, pool restricted to genuine peers | German reunification (Abadie, Diamond, and Hainmueller 2015) | a platform policy change in one country | a pool wide enough that fit gets bought from dissimilar donors | | Mid-pack treated unit, smooth series, long pre-period | Texas prison construction (the Mixtape's data exercise) | a geo rollo