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Reka Bentuk Regresi Ketaklanjaran Kabur×Kaedah Pemboleh Ubah Instrumental (IV) untuk Inferensi Kausal×
BidangInferens KausalEkonomi Kesihatan
KeluargaRegression modelProcess / pipeline
Tahun asal20011990s (modern applications)
PengasasHahn, Todd & van der KlaauwAngrist & Pischke (applied econometrics); rooted in econometric theory
JenisQuasi-experimental causal inferenceMethod
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 ↗Angrist, J. D., & Pischke, J. S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton: Princeton University Press. link ↗
AliasFuzzy RD, Fuzzy RDD, Fuzzy RD Design, Imperfect RDDIV, two-stage least squares, TSLS, causal estimation
Berkaitan53
RingkasanFuzzy Regression Discontinuity Design (Fuzzy RDD) estimates causal effects when eligibility for a treatment is determined by a threshold on a running variable but actual take-up of that treatment is imperfect — some eligible units do not receive treatment and some ineligible units do. The cutoff acts as an instrument, and the estimand is a Local Average Treatment Effect (LATE) for compliers near the threshold.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: Fuzzy Regression Discontinuity · Instrumental Variables in Health Research. Dicapai 2026-06-18 daripada https://scholargate.app/ms/compare