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Reka Bentuk Pekali Regresi yang Teguh×Kaedah Pemboleh Ubah Instrumental (IV) untuk Inferensi Kausal×
BidangInferens KausalEkonomi Kesihatan
KeluargaRegression modelProcess / pipeline
Tahun asal20141990s (modern applications)
PengasasCalonico, Cattaneo & TitiunikAngrist & Pischke (applied econometrics); rooted in econometric theory
JenisQuasi-experimental causal inferenceMethod
Sumber perintisCalonico, 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 ↗
AliasRobust RDD, Bias-corrected RDD, CCT estimator, rdrobustIV, two-stage least squares, TSLS, causal estimation
Berkaitan43
RingkasanRobust RDD extends the classical regression discontinuity design with bias correction and robust confidence intervals, addressing the under-coverage problem of conventional RDD inference. Developed by Calonico, Cattaneo, and Titiunik (2014), it uses local polynomial estimation with a bias-corrected point estimate and a wider variance term that accounts for the added uncertainty, yielding confidence intervals with correct asymptotic coverage.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 kaedah: Robust Regression Discontinuity Design · Instrumental Variables in Health Research. Dicapai 2026-06-18 daripada https://scholargate.app/ms/compare