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Sünteetilise kontrolli meetod haridusuuringutes×Paneelide andmete fikseeritud efektide mudel×
ValdkondPõhjuslik järeldamineÖkonomeetria
PerekondRegression modelRegression model
Tekkeaasta2003-20102014
LoojaAlberto Abadie, Alexis Diamond, and Jens HainmuellerHsiao (textbook treatment); within transformation of panel data
TüüpQuasi-experimental causal inferencePanel data regression
AlgallikasAbadie, 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 ↗
RööpnimetusedSCM in education, synthetic control, synthetic comparator, SCMfixed effects model, within estimator, panel fixed-effects regression, Panel Veri — Sabit Etkiler Modeli
Seotud55
KokkuvõteThe 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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ScholarGateVõrdle meetodeid: Synthetic Control Method in Education Research · Panel Fixed Effects. Loetud 2026-06-19 aadressilt https://scholargate.app/et/compare