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Análisis de sensibilidad para la causalidad en investigación educativa×Método de Variables Instrumentales (VI) para Inferencia Causal×
CampoInferencia causalEconomía de la salud
FamiliaRegression modelProcess / pipeline
Año de origen1983–20021990s (modern applications)
Autor originalPaul R. Rosenbaum (formal framework); applied in education research by Briggs and othersAngrist & Pischke (applied econometrics); rooted in econometric theory
TipoCausal robustness / bias assessmentMethod
Fuente seminalRosenbaum, 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
Relacionados63
ResumenSensitivity 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.
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ScholarGateComparar métodos: Sensitivity analysis for causality in education research · Instrumental Variables in Health Research. Recuperado el 2026-06-19 de https://scholargate.app/es/compare