So sánh phương pháp
Xem các phương pháp đã chọn cạnh nhau; những hàng khác biệt được làm nổi bật.
| Difference-in-Differences trong Nghiên cứu Giáo dục× | Phương pháp Kiểm soát Tổng hợp (SCM)× | |
|---|---|---|
| Lĩnh vực | Suy luận nhân quả | Suy luận nhân quả |
| Họ | Regression model | Regression model |
| Năm ra đời≠ | 1990s–2000s | 2003–2010 |
| Người khởi xướng≠ | Dynarski, Card, Angrist, and colleagues — applied in education economics from the 1990s onward | Alberto Abadie & Javier Gardeazabal (2003); Abadie, Diamond & Hainmueller (2010) |
| Loại | Quasi-experimental causal inference | Quasi-experimental causal inference |
| Công trình gốc≠ | Dynarski, 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 ↗ |
| Tên gọi khác | DiD in education, education DiD, quasi-experimental education design, education policy DiD | SCM, synthetic control, synth estimator, Abadie-Diamond-Hainmueller method |
| Liên quan≠ | 5 | 4 |
| Tóm tắt≠ | Difference-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. |
| ScholarGateBộ dữ liệu ↗ |
|
|