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| Kiểm định Giả dược liệu Bảng× | 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≠ | 2004-2010 | 2003–2010 |
| Người khởi xướng≠ | Bertrand, Duflo & Mullainathan; Abadie, Diamond & Hainmueller | Alberto Abadie & Javier Gardeazabal (2003); Abadie, Diamond & Hainmueller (2010) |
| Loại≠ | Falsification / validation test | Quasi-experimental causal inference |
| Công trình gốc≠ | Bertrand, M., Duflo, E., & Mullainathan, S. (2004). How Much Should We Trust Differences-in-Differences Estimates? Quarterly Journal of Economics, 119(1), 249-275. 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 | placebo regression test, falsification test, pseudo-treatment test, in-time placebo | SCM, synthetic control, synth estimator, Abadie-Diamond-Hainmueller method |
| Liên quan | 4 | 4 |
| Tóm tắt≠ | A panel data placebo test is a falsification procedure used to assess the credibility of causal estimates in quasi-experimental panel designs. By applying the same estimation strategy to a period, group, or outcome where no true effect should exist, researchers verify that the observed treatment effect is not merely an artifact of model specification, coincidental trends, or data patterns unrelated to the intervention. | 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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