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Tundlikkusanalüüs põhjuslikkuse jaoks×Instrumentaalmuutujate (IV) meetod kausaalse järelduse tegemiseks×
ValdkondPõhjuslik järeldamineTerviseökonoomika
PerekondRegression modelProcess / pipeline
Tekkeaasta1983–20021990s (modern applications)
LoojaPaul R. Rosenbaum (hidden-bias framework); extended by Cinelli & Hazlett (omitted-variable approach)Angrist & Pischke (applied econometrics); rooted in econometric theory
TüüpDiagnostic / robustness checkMethod
AlgallikasRosenbaum, 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 ↗
Rööpnimetusedsensitivity analysis, hidden-bias sensitivity analysis, Rosenbaum sensitivity analysis, omitted-variable sensitivityIV, two-stage least squares, TSLS, causal estimation
Seotud43
KokkuvõteSensitivity analysis for causality assesses how robust a causal conclusion is to unobserved confounding. Rather than assuming all confounders are controlled, it asks: how strong would an unmeasured variable need to be to overturn the estimated effect? It is an indispensable robustness check after any quasi-experimental or observational causal analysis.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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ScholarGateVõrdle meetodeid: Sensitivity Analysis for Causality · Instrumental Variables in Health Research. Loetud 2026-06-17 aadressilt https://scholargate.app/et/compare