ScholarGate
Assistant

Comparer des méthodes

Examinez les méthodes sélectionnées côte à côte ; les lignes qui diffèrent sont mises en évidence.

Analyse de sensibilité pour la causalité en recherche sur l'éducation×Méthode des variables instrumentales (VI) pour l'inférence causale×
DomaineInférence causaleÉconomie de la santé
FamilleRegression modelProcess / pipeline
Année d'origine1983–20021990s (modern applications)
Auteur d'originePaul R. Rosenbaum (formal framework); applied in education research by Briggs and othersAngrist & Pischke (applied econometrics); rooted in econometric theory
TypeCausal robustness / bias assessmentMethod
Source fondatriceRosenbaum, P. R. (2002). Observational Studies (2nd ed.). Springer. ISBN: 978-0387989679Angrist, J. D., & Pischke, J. S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton: Princeton University Press. link ↗
AliasRosenbaum sensitivity analysis, hidden-bias sensitivity analysis, causal sensitivity analysis, SA for causal education studiesIV, two-stage least squares, TSLS, causal estimation
Apparentées63
RésuméSensitivity analysis for causality in education research tests how robust a quasi-experimental finding is to unmeasured confounding. Rather than assuming all bias has been removed, it quantifies how large a hidden bias would need to be to overturn a causal conclusion — a critical safeguard when randomisation is impossible, which is common in educational settings.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.
ScholarGateJeu de données
  1. v1
  2. 2 Sources
  3. PUBLISHED
  1. v1
  2. 3 Sources
  3. PUBLISHED

Aller à la recherche Télécharger les diapositives

ScholarGateComparer des méthodes: Sensitivity analysis for causality in education research · Instrumental Variables in Health Research. Consulté le 2026-06-19 sur https://scholargate.app/fr/compare