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Variables Instrumentales pour les Effets Hétérogènes du Traitement (HTE-IV)×Effet Traitement Moyen Local (ETML / CACE)×
DomaineInférence causaleInférence causale
FamilleRegression modelRegression model
Année d'origine19941994
Auteur d'origineImbens & AngristImbens & Angrist (1994); Angrist, Imbens & Rubin (1996)
TypeCausal inference / IV with effect heterogeneityInstrumental-variable causal estimand
Source fondatriceImbens, G. W., & Angrist, J. D. (1994). Identification and Estimation of Local Average Treatment Effects. Econometrica, 62(2), 467-475. DOI ↗Imbens, G. W., & Angrist, J. D. (1994). Identification and Estimation of Local Average Treatment Effects. Econometrica, 62(2), 467-475. DOI ↗
AliasHTE-IV, LATE estimator, IV with effect heterogeneity, local average treatment effect IVLATE, CACE, complier average causal effect, Yerel Ortalama Tedavi Etkisi (LATE / CACE)
Apparentées45
RésuméHeterogeneous treatment effect IV applies instrumental variables estimation while explicitly acknowledging and modelling that the treatment effect differs across units. Rather than recovering a single average effect, it focuses on the Local Average Treatment Effect (LATE) — the causal effect for compliers, the subpopulation whose treatment status is actually shifted by the instrument — and extends analysis to variation in that effect across observed subgroups.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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ScholarGateComparer des méthodes: Heterogeneous treatment effect Instrumental variables · Local Average Treatment Effect. Consulté le 2026-06-19 sur https://scholargate.app/fr/compare