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Analiza osjetljivosti za kauzalnost u istraživanju obrazovanja×Metoda instrumentalnih varijabli (IV) za kauzalno zaključivanje×
PodručjeUzročno zaključivanjeZdravstvena ekonomija
ObiteljRegression modelProcess / pipeline
Godina nastanka1983–20021990s (modern applications)
TvoracPaul R. Rosenbaum (formal framework); applied in education research by Briggs and othersAngrist & Pischke (applied econometrics); rooted in econometric theory
VrstaCausal robustness / bias assessmentMethod
Temeljni izvorRosenbaum, 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 ↗
Drugi naziviRosenbaum sensitivity analysis, hidden-bias sensitivity analysis, causal sensitivity analysis, SA for causal education studiesIV, two-stage least squares, TSLS, causal estimation
Srodne63
SažetakSensitivity 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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ScholarGateUsporedite metode: Sensitivity analysis for causality in education research · Instrumental Variables in Health Research. Preuzeto 2026-06-19 s https://scholargate.app/hr/compare