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Heterogeense mõju sünteetiline kontrollmeetod×Erinevused erinevustes (Diff-in-Diff)×
ValdkondPõhjuslik järeldamineÖkonomeetria
PerekondRegression modelRegression model
Tekkeaasta2010-20211994
LoojaAbadie, Diamond & Hainmueller (SCM foundation); Ben-Michael, Feller & Rothstein (augmented/HTE extensions)Card & Krueger (canonical 1994 application); Angrist & Pischke (textbook treatment)
TüüpQuasi-experimental causal inferenceCausal inference / panel regression
AlgallikasAbadie, 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 ↗Angrist, J. D., & Pischke, J.-S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton University Press. ISBN: 978-0691120355
RööpnimetusedHTE-SCM, heterogeneous SCM, heterogeneous synthetic control, SCM with HTEdiff-in-diff, DiD, Farkların Farkı (Diff-in-Diff)
Seotud65
KokkuvõteThe Heterogeneous Treatment Effect Synthetic Control Method (HTE-SCM) extends the classical synthetic control framework by allowing the causal effect of an intervention to vary across time periods, subgroups, or outcome dimensions rather than collapsing it to a single average estimate. It combines the counterfactual donor-pool matching logic of Abadie et al. (2010) with modern heterogeneous-effects machinery to recover time-varying or subgroup-specific treatment paths.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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ScholarGateVõrdle meetodeid: Heterogeneous Treatment Effect Synthetic Control Method · Difference-in-Differences. Loetud 2026-06-17 aadressilt https://scholargate.app/et/compare