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Examinează metodele selectate una lângă alta; rândurile care diferă sunt evidențiate.

Evaluarea politicilor cu variabile instrumentale×Efectul Mediu Local al Tratamentului (LATE / CACE)×
DomeniuInferență cauzalăInferență cauzală
FamilieRegression modelRegression model
Anul apariției1996 (modern policy-evaluation framing); IV roots 1920s1994
Autorul originalAngrist, Imbens & Rubin (canonical 1996 JASA framework); foundational IV roots in Wright (1928) and Theil (1953)Imbens & Angrist (1994); Angrist, Imbens & Rubin (1996)
TipQuasi-experimental causal inference / IV regressionInstrumental-variable causal estimand
Sursa seminalăAngrist, 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 ↗
Denumiri alternativeIV policy evaluation, 2SLS policy analysis, natural-experiment IV, policy IV estimationLATE, CACE, complier average causal effect, Yerel Ortalama Tedavi Etkisi (LATE / CACE)
Înrudite55
RezumatInstrumental 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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ScholarGateCompară metode: Policy Evaluation Instrumental Variables · Local Average Treatment Effect. Preluat la 2026-06-19 de pe https://scholargate.app/ro/compare