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Regresi Pucat Diskontinuitas untuk Evaluasi Kebijakan×Pencocokan Skor Propensitas×
BidangInferensi KausalStatistika Penelitian
KeluargaRegression modelProcess / pipeline
Tahun asal20011983
PencetusHahn, Todd & Van der KlaauwPaul Rosenbaum and Donald Rubin
TipeQuasi-experimental / local IV estimatorMethod
Sumber perintisHahn, J., Todd, P., & Van der Klaauw, W. (2001). Identification and estimation of treatment effects with a regression-discontinuity design. Review of Economic Studies, 68(1), 201-209. DOI ↗Rosenbaum, P. R., & Rubin, D. B. (1983). The central role of the propensity score in observational studies for causal effects. Biometrika, 70(1), 41–55. DOI ↗
AliasFuzzy RDD, Fuzzy RD, Fuzzy Regression Discontinuity, Imperfect Compliance RDDPSM, propensity score weighting, covariate balance
Terkait53
RingkasanFuzzy Regression Discontinuity Design (Fuzzy RDD) estimates the causal effect of a policy when eligibility is determined by crossing a threshold on a continuous score, but actual take-up or compliance is imperfect. Developed formally by Hahn, Todd, and Van der Klaauw (2001), it uses the threshold as an instrumental variable to recover a Local Average Treatment Effect (LATE) among compliers near the cutoff.Propensity score matching (PSM) is a method for reducing confounding bias in observational studies by balancing baseline characteristics between treatment groups, simulating randomization. Developed by Rosenbaum and Rubin (1983), it estimates the probability of receiving treatment given observed covariates, then matches or weights treated and control individuals with similar treatment probabilities. Widely used in medicine, epidemiology, and policy evaluation when randomized trials are infeasible or unethical, enabling estimation of treatment effects while controlling for selection bias.
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ScholarGateBandingkan metode: Policy Evaluation Fuzzy Regression Discontinuity · Propensity Score Matching. Diakses 2026-06-19 dari https://scholargate.app/id/compare