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Perbedaan-dalam-Perbedaan dalam Riset Pendidikan×Pencocokan Skor Propensitas×
BidangInferensi KausalStatistika Penelitian
KeluargaRegression modelProcess / pipeline
Tahun asal1990s–2000s1983
PencetusDynarski, Card, Angrist, and colleagues — applied in education economics from the 1990s onwardPaul Rosenbaum and Donald Rubin
TipeQuasi-experimental causal inferenceMethod
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 ↗Rosenbaum, P. R., & Rubin, D. B. (1983). The central role of the propensity score in observational studies for causal effects. Biometrika, 70(1), 41–55. DOI ↗
AliasDiD in education, education DiD, quasi-experimental education design, education policy DiDPSM, propensity score weighting, covariate balance
Terkait53
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.Propensity score matching (PSM) is a method for reducing confounding bias in observational studies by balancing baseline characteristics between treatment groups, simulating randomization. Developed by Rosenbaum and Rubin (1983), it estimates the probability of receiving treatment given observed covariates, then matches or weights treated and control individuals with similar treatment probabilities. Widely used in medicine, epidemiology, and policy evaluation when randomized trials are infeasible or unethical, enabling estimation of treatment effects while controlling for selection bias.
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ScholarGateBandingkan metode: Difference-in-Differences in Education Research · Propensity Score Matching. Diakses 2026-06-18 dari https://scholargate.app/id/compare