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Kaedah Kawalan Sintetik dalam Penyelidikan Pendidikan×Model Kesan Tetap Data Panel×
BidangInferens KausalEkonometrik
KeluargaRegression modelRegression model
Tahun asal2003-20102014
PengasasAlberto Abadie, Alexis Diamond, and Jens HainmuellerHsiao (textbook treatment); within transformation of panel data
JenisQuasi-experimental causal inferencePanel data regression
Sumber perintisAbadie, A., Diamond, A., & Hainmueller, J. (2010). Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California's Tobacco Control Program. Journal of the American Statistical Association, 105(490), 493-505. DOI ↗Hsiao, C. (2014). Analysis of Panel Data (3rd ed.). Cambridge University Press. DOI ↗
AliasSCM in education, synthetic control, synthetic comparator, SCMfixed effects model, within estimator, panel fixed-effects regression, Panel Veri — Sabit Etkiler Modeli
Berkaitan55
RingkasanThe Synthetic Control Method (SCM) estimates the causal effect of an education policy or intervention by constructing a weighted combination of untreated comparison units — the synthetic control — that closely mimics the treated unit's pre-intervention trajectory. Developed by Abadie, Diamond, and Hainmueller, it is especially valuable when only one or a small number of schools, districts, or countries receive a policy change and no natural comparison exists.The Panel Data Fixed Effects model estimates relationships from panel data (the same units observed over several time periods) while controlling for unit- and/or time-specific effects, supporting causal inference. It is developed as the within estimator in standard treatments such as Hsiao's Analysis of Panel Data (2014).
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ScholarGateBandingkan kaedah: Synthetic Control Method in Education Research · Panel Fixed Effects. Dicapai 2026-06-18 daripada https://scholargate.app/ms/compare