ScholarGate
Asistent

Porovnat metody

Prohlédněte si vybrané metody vedle sebe; řádky, které se liší, jsou zvýrazněny.

Instrumentální proměnné pro heterogenní kauzální efekt (HTE-IV)×Metoda instrumentálních proměnných (IV) pro kauzální inferenci×
OborKauzální inferenceEkonomika zdravotnictví
RodinaRegression modelProcess / pipeline
Rok vzniku19941990s (modern applications)
TvůrceImbens & AngristAngrist & Pischke (applied econometrics); rooted in econometric theory
TypCausal inference / IV with effect heterogeneityMethod
Původní zdrojImbens, G. W., & Angrist, J. D. (1994). Identification and Estimation of Local Average Treatment Effects. Econometrica, 62(2), 467-475. DOI ↗Angrist, J. D., & Pischke, J. S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton: Princeton University Press. link ↗
Další názvyHTE-IV, LATE estimator, IV with effect heterogeneity, local average treatment effect IVIV, two-stage least squares, TSLS, causal estimation
Příbuzné43
ShrnutíHeterogeneous 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.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.
ScholarGateDatová sada
  1. v1
  2. 2 Zdroje
  3. PUBLISHED
  1. v1
  2. 3 Zdroje
  3. PUBLISHED

Přejít na hledání Stáhnout prezentaci

ScholarGatePorovnat metody: Heterogeneous treatment effect Instrumental variables · Instrumental Variables in Health Research. Získáno 2026-06-19 z https://scholargate.app/cs/compare