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Analisis Dampak Kausal Evaluasi Kebijakan×Metode Kontrol Sintetis (SCM)×
BidangInferensi KausalInferensi Kausal
KeluargaRegression modelRegression model
Tahun asal20152003–2010
PencetusBrodersen, Gallusser, Koehler, Remy & Scott (2015); adapted for policy evaluation contextsAlberto Abadie & Javier Gardeazabal (2003); Abadie, Diamond & Hainmueller (2010)
TipeBayesian counterfactual / time-seriesQuasi-experimental causal inference
Sumber perintisBrodersen, K. H., Gallusser, F., Koehler, J., Remy, N., & Scott, S. L. (2015). Inferring causal impact using Bayesian structural time-series models. Annals of Applied Statistics, 9(1), 247-274. DOI ↗Abadie, A., Diamond, A., & Hainmueller, J. (2010). Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California's Tobacco Control Program. Journal of the American Statistical Association, 105(490), 493-505. DOI ↗
Aliaspolicy causal impact, BSTS policy evaluation, Bayesian policy impact assessment, CIA policy evaluationSCM, synthetic control, synth estimator, Abadie-Diamond-Hainmueller method
Terkait64
RingkasanPolicy Evaluation Causal Impact Analysis applies the Bayesian structural time-series (BSTS) framework of Brodersen et al. (2015) to estimate the causal effect of a policy intervention on aggregate outcomes. By constructing a synthetic counterfactual from pre-policy data and control covariates, it asks: what would have happened had the policy not been enacted? The difference between observed and predicted post-policy outcomes is the estimated policy effect.The Synthetic Control Method estimates the causal effect of a treatment or policy on a single treated unit by constructing a weighted combination of untreated units — the synthetic control — that closely resembles the treated unit before the intervention. The gap between the treated unit and its synthetic counterpart after the intervention is the estimated treatment effect.
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ScholarGateBandingkan metode: Policy Evaluation Causal Impact Analysis · Synthetic Control Method. Diakses 2026-06-18 dari https://scholargate.app/id/compare