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Analisis Sensitivitas untuk Kausalitas dalam Riset Pendidikan×Metode Variabel Instrumental (IV) untuk Inferensi Kausal×
BidangInferensi KausalEkonomi Kesehatan
KeluargaRegression modelProcess / pipeline
Tahun asal1983–20021990s (modern applications)
PencetusPaul R. Rosenbaum (formal framework); applied in education research by Briggs and othersAngrist & Pischke (applied econometrics); rooted in econometric theory
TipeCausal robustness / bias assessmentMethod
Sumber perintisRosenbaum, 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
Terkait63
RingkasanSensitivity 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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ScholarGateBandingkan metode: Sensitivity analysis for causality in education research · Instrumental Variables in Health Research. Diakses 2026-06-19 dari https://scholargate.app/id/compare