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Ocena polityki z wykorzystaniem zmiennych instrumentalnych×Lokalny Średni Efekt Oddziaływania (LATE / CACE)×
DziedzinaWnioskowanie przyczynoweWnioskowanie przyczynowe
RodzinaRegression modelRegression model
Rok powstania1996 (modern policy-evaluation framing); IV roots 1920s1994
TwórcaAngrist, Imbens & Rubin (canonical 1996 JASA framework); foundational IV roots in Wright (1928) and Theil (1953)Imbens & Angrist (1994); Angrist, Imbens & Rubin (1996)
TypQuasi-experimental causal inference / IV regressionInstrumental-variable causal estimand
Źródło pierwotneAngrist, J. D., Imbens, G. W., & Rubin, D. B. (1996). Identification of Causal Effects Using Instrumental Variables. Journal of the American Statistical Association, 91(434), 444-455. DOI ↗Imbens, G. W., & Angrist, J. D. (1994). Identification and Estimation of Local Average Treatment Effects. Econometrica, 62(2), 467-475. DOI ↗
Inne nazwyIV policy evaluation, 2SLS policy analysis, natural-experiment IV, policy IV estimationLATE, CACE, complier average causal effect, Yerel Ortalama Tedavi Etkisi (LATE / CACE)
Pokrewne55
PodsumowanieInstrumental Variables (IV) estimation for policy evaluation is a quasi-experimental technique that uses an exogenous instrument — a variable that shifts exposure to a policy but is otherwise unrelated to the outcome — to recover the causal effect of a program or intervention from non-experimental data. Popularised in policy research by Angrist, Imbens, and Rubin (1996), it identifies the Local Average Treatment Effect (LATE) among units whose treatment status is changed by the instrument.The Local Average Treatment Effect is an instrumental-variable estimand, introduced by Imbens and Angrist (1994) and formalised with Rubin (1996), that recovers the average treatment effect for the subpopulation of compliers — units whose treatment status is actually moved by the instrument. It is closely tied to compliance analysis.
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ScholarGatePorównaj metody: Policy Evaluation Instrumental Variables · Local Average Treatment Effect. Pobrano 2026-06-19 z https://scholargate.app/pl/compare