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Оценка на политики с инструментални променливи×Локален среден ефект от третиране (LATE / CACE)×
ОбластПричинно-следствено заключениеПричинно-следствено заключение
СемействоRegression modelRegression model
Година на възникване1996 (modern policy-evaluation framing); IV roots 1920s1994
СъздателAngrist, Imbens & Rubin (canonical 1996 JASA framework); foundational IV roots in Wright (1928) and Theil (1953)Imbens & Angrist (1994); Angrist, Imbens & Rubin (1996)
ТипQuasi-experimental causal inference / IV regressionInstrumental-variable causal estimand
Основополагащ източникAngrist, 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 ↗
Други названияIV policy evaluation, 2SLS policy analysis, natural-experiment IV, policy IV estimationLATE, CACE, complier average causal effect, Yerel Ortalama Tedavi Etkisi (LATE / CACE)
Свързани55
РезюмеInstrumental 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.
ScholarGateНабор от данни
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ScholarGateСравнение на методи: Policy Evaluation Instrumental Variables · Local Average Treatment Effect. Извлечено на 2026-06-19 от https://scholargate.app/bg/compare