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עיצוב רגרסיה מבוקרת מטושטשת חסונה×שיטת המשתנים המתערבים (IV) להסקה סיבתית×
תחוםהסקה סיבתיתכלכלת בריאות
משפחהRegression modelProcess / pipeline
שנת המקור2014 (robust CCT estimator); 2001 (fuzzy RDD formalization)1990s (modern applications)
הוגה השיטהCalonico, Cattaneo, and Titiunik (robust inference framework); Hahn, Todd, and Van der Klaauw (fuzzy RDD formalization)Angrist & Pischke (applied econometrics); rooted in econometric theory
סוגQuasi-experimental causal inference with IV at thresholdMethod
מקור מכונןCalonico, S., Cattaneo, M. D., & Titiunik, R. (2014). Robust Nonparametric Confidence Intervals for Regression-Discontinuity Designs. Econometrica, 82(6), 2295-2326. DOI ↗Angrist, J. D., & Pischke, J. S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton: Princeton University Press. link ↗
כינוייםRobust Fuzzy RDD, Fuzzy RD with robust inference, bias-corrected fuzzy RD, CCT fuzzy RDDIV, two-stage least squares, TSLS, causal estimation
קשורות53
תקצירRobust Fuzzy Regression Discontinuity Design estimates a local average treatment effect (LATE) at a threshold where crossing the cutoff raises — but does not guarantee — treatment receipt. Introduced by Calonico, Cattaneo, and Titiunik (2014), the robust framework applies bias-corrected local polynomial estimation with a robust variance estimator, correcting the coverage failures of conventional bandwidth-optimal inference in both the sharp and fuzzy cases.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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ScholarGateהשוואת שיטות: Robust Fuzzy Regression Discontinuity · Instrumental Variables in Health Research. אוחזר בתאריך 2026-06-19 מתוך https://scholargate.app/he/compare