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Krahasoni metodat

Shqyrtoni metodat e zgjedhura krah për krah; rreshtat që ndryshojnë janë të theksuar.

Metoda Kontrollit Sintetik për Vlerësimin e Politikave×Metoda e Variablave Instrumentalë (IV) për Inferencën Kauzale×
FushaInferenca kauzaleEkonomia shëndetësore
FamiljaRegression modelProcess / pipeline
Viti i origjinës2003-20101990s (modern applications)
KrijuesiAlberto Abadie & Javier Gardeazabal; extended by Abadie, Diamond & HainmuellerAngrist & Pischke (applied econometrics); rooted in econometric theory
LlojiCausal inference / comparative case studyMethod
Burimi themeluesAbadie, 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: Princeton University Press. link ↗
Emërtime të tjeraSynthetic Control Method, SCM, Synthetic Control, Abadie-Diamond-Hainmueller methodIV, two-stage least squares, TSLS, causal estimation
Të lidhura53
PërmbledhjaThe Synthetic Control Method (SCM) is a causal inference technique for evaluating the effect of a policy or intervention on a single treated unit — such as a region, country, or firm — by constructing a weighted combination of untreated comparison units that closely mirrors the treated unit before the intervention. Introduced by Abadie and Gardeazabal (2003) and formalized by Abadie, Diamond, and Hainmueller (2010), it provides a data-driven, transparent counterfactual for comparative case studies.Instrumental variables (IV) is an econometric method to estimate causal effects when treatment or exposure is not randomly assigned and confounding is severe or unmeasured. IV relies on a third variable (instrument) that influences treatment but does not directly affect the outcome, allowing researchers to isolate the causal effect from the noise of confounding. Developed extensively in econometrics (Angrist & Pischke, 1990s–2000s), IV methods are increasingly used in health economics and health services research to leverage natural experiments and policy changes.
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ScholarGateKrahasoni metodat: Policy Evaluation Synthetic Control Method · Instrumental Variables in Health Research. Marrë më 2026-06-18 nga https://scholargate.app/sq/compare