Сравнение методов
Просматривайте выбранные методы рядом; строки с различиями подсвечены.
| Динамический метод синтетического контроля× | Контрфактическая оценка воздействия (CIE)× | |
|---|---|---|
| Область | Причинно-следственный вывод | Причинно-следственный вывод |
| Семейство | Regression model | Regression model |
| Год появления≠ | 2010 | 1970s–2000s |
| Автор метода≠ | Abadie, Diamond & Hainmueller (2010); dynamic extensions by Abadie (2021) and others | Heckman, Imbens, Rubin, and the program evaluation literature |
| Тип≠ | Comparative case study / counterfactual estimation | Causal inference / program evaluation |
| Основополагающий источник≠ | 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 ↗ | Heckman, J. J., & Vytlacil, E. J. (2007). Econometric evaluation of social programs, Part I: Causal models, structural models and econometric policy evaluation. Handbook of Econometrics, 6B, 4779-4874. DOI ↗ |
| Другие названия | Dynamic SCM, Time-varying synthetic control, Multi-period synthetic control, DSC | CIE, counterfactual evaluation, counterfactual policy evaluation, impact evaluation |
| Связанные | 5 | 5 |
| Сводка≠ | The Dynamic Synthetic Control Method extends the classic synthetic control framework to evaluate treatments that unfold over multiple periods or change in intensity over time. It constructs a weighted combination of untreated units that matches the treated unit in pre-treatment outcomes, then traces the full time path of treatment effects period by period after the intervention — capturing not just an average effect but how the effect evolves dynamically. | Counterfactual Impact Evaluation is a family of causal methods that estimates the effect of an intervention by comparing what actually happened to participants with what would have happened had the intervention not taken place. Formalised in the Rubin Causal Model and extended by Heckman, Imbens and others, CIE underlies most modern program and policy evaluation practice. |
| ScholarGateНабор данных ↗ |
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