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Analisis Dampak Kausal Multi-Periode×Perbedaan-dalam-Perbedaan (Diff-in-Diff)×
BidangInferensi KausalEkonometrika
KeluargaRegression modelRegression model
Tahun asal2015 (base); multi-period extensions 2017–present1994
PencetusBrodersen, Gallusser, Koehler, Remy & Scott (Google); extended to multi-period settings by subsequent applied workCard & Krueger (canonical 1994 application); Angrist & Pischke (textbook treatment)
TipeBayesian structural time-series / quasi-experimentalCausal inference / panel regression
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 ↗Angrist, J. D., & Pischke, J.-S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton University Press. ISBN: 978-0691120355
Aliasmulti-period CausalImpact, staggered causal impact, repeated-period causal impact, multi-wave CausalImpactdiff-in-diff, DiD, Farkların Farkı (Diff-in-Diff)
Terkait65
RingkasanMulti-period Causal Impact Analysis extends the Bayesian structural time-series framework of Brodersen et al. (2015) to settings where an intervention occurs across multiple distinct periods, is applied at staggered times to different units, or where researchers wish to evaluate cumulative and period-specific effects within a single unified model. It builds a synthetic counterfactual from control covariates and projects it across each intervention window to quantify causal effects.Difference-in-Differences is a causal-inference method that estimates the effect of an intervention by comparing how a treatment group and a control group change over time. Made famous by Card and Krueger's 1994 minimum-wage study and developed in Angrist and Pischke's Mostly Harmless Econometrics, it isolates the treatment effect as the difference between the two groups' before-after changes.
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ScholarGateBandingkan metode: Multi-period Causal Impact Analysis · Difference-in-Differences. Diakses 2026-06-17 dari https://scholargate.app/id/compare