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Desain Regresi Diskontinuitas Kabur yang Robust×Efek Perlakuan Rata-rata Lokal (LATE / CACE)×
BidangInferensi KausalInferensi Kausal
KeluargaRegression modelRegression model
Tahun asal2014 (robust CCT estimator); 2001 (fuzzy RDD formalization)1994
PencetusCalonico, Cattaneo, and Titiunik (robust inference framework); Hahn, Todd, and Van der Klaauw (fuzzy RDD formalization)Imbens & Angrist (1994); Angrist, Imbens & Rubin (1996)
TipeQuasi-experimental causal inference with IV at thresholdInstrumental-variable causal estimand
Sumber perintisCalonico, S., Cattaneo, M. D., & Titiunik, R. (2014). Robust Nonparametric Confidence Intervals for Regression-Discontinuity Designs. Econometrica, 82(6), 2295-2326. DOI ↗Imbens, G. W., & Angrist, J. D. (1994). Identification and Estimation of Local Average Treatment Effects. Econometrica, 62(2), 467-475. DOI ↗
AliasRobust Fuzzy RDD, Fuzzy RD with robust inference, bias-corrected fuzzy RD, CCT fuzzy RDDLATE, CACE, complier average causal effect, Yerel Ortalama Tedavi Etkisi (LATE / CACE)
Terkait55
RingkasanRobust 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.The Local Average Treatment Effect is an instrumental-variable estimand, introduced by Imbens and Angrist (1994) and formalised with Rubin (1996), that recovers the average treatment effect for the subpopulation of compliers — units whose treatment status is actually moved by the instrument. It is closely tied to compliance analysis.
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ScholarGateBandingkan metode: Robust Fuzzy Regression Discontinuity · Local Average Treatment Effect. Diakses 2026-06-19 dari https://scholargate.app/id/compare