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Reka Bentuk Diskontuiti Regresi Kabur Data Panel×Kaedah Pemboleh Ubah Instrumental (IV) untuk Inferensi Kausal×
BidangInferens KausalEkonomi Kesihatan
KeluargaRegression modelProcess / pipeline
Tahun asal2001 (fuzzy RDD); panel extension circa 20111990s (modern applications)
PengasasHahn, Todd & Van der Klaauw; extended to panel settings by Papay, Willett & Murnane and othersAngrist & 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 ↗
AliasPanel Fuzzy RDD, Panel FRD, Fuzzy RD with Panel Data, Panel Fuzzy RDIV, two-stage least squares, TSLS, causal estimation
Berkaitan53
RingkasanPanel Data Fuzzy Regression Discontinuity Design (Panel FRD) extends the fuzzy RDD framework to settings where multiple observations per unit are available over time. It exploits a probabilistic — rather than deterministic — threshold-crossing rule to identify a local average treatment effect (LATE) while controlling for unit-level and time-level fixed effects, sharpening identification in repeated-measures contexts.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: Panel Data Fuzzy Regression Discontinuity · Instrumental Variables in Health Research. Dicapai 2026-06-18 daripada https://scholargate.app/ms/compare