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Perbezaan dalam Perbezaan dalam Penyelidikan Pendidikan×Kaedah Kawalan Sintetik (SCM)×
BidangInferens KausalInferens Kausal
KeluargaRegression modelRegression model
Tahun asal1990s–2000s2003–2010
PengasasDynarski, Card, Angrist, and colleagues — applied in education economics from the 1990s onwardAlberto Abadie & Javier Gardeazabal (2003); Abadie, Diamond & Hainmueller (2010)
JenisQuasi-experimental causal inferenceQuasi-experimental causal inference
Sumber perintisDynarski, S. M. (2003). Does Aid Matter? Measuring the Effect of Student Aid on College Attendance and Completion. American Economic Review, 93(1), 279-288. DOI ↗Abadie, 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 ↗
AliasDiD in education, education DiD, quasi-experimental education design, education policy DiDSCM, synthetic control, synth estimator, Abadie-Diamond-Hainmueller method
Berkaitan54
RingkasanDifference-in-Differences (DiD) in education research applies the classic quasi-experimental DiD estimator to evaluate education policies, programs, and reforms. Researchers compare changes in student, school, or district outcomes between a group exposed to an intervention and a comparable unexposed group across pre- and post-intervention periods, isolating policy effects from background trends.The Synthetic Control Method estimates the causal effect of a treatment or policy on a single treated unit by constructing a weighted combination of untreated units — the synthetic control — that closely resembles the treated unit before the intervention. The gap between the treated unit and its synthetic counterpart after the intervention is the estimated treatment effect.
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ScholarGateBandingkan kaedah: Difference-in-Differences in Education Research · Synthetic Control Method. Dicapai 2026-06-18 daripada https://scholargate.app/ms/compare