Сравнение на методи
Прегледайте избраните методи един до друг; редовете с разлики са откроени.
| Контрафактуална оценка на въздействието (CIE)× | Синтетичен контролен метод (SCM)× | |
|---|---|---|
| Област | Причинно-следствено заключение | Причинно-следствено заключение |
| Семейство | Regression model | Regression model |
| Година на възникване≠ | 1970s–2000s | 2003–2010 |
| Създател≠ | Heckman, Imbens, Rubin, and the program evaluation literature | Alberto Abadie & Javier Gardeazabal (2003); Abadie, Diamond & Hainmueller (2010) |
| Тип≠ | Causal inference / program evaluation | Quasi-experimental causal inference |
| Основополагащ източник≠ | 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 ↗ | 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 ↗ |
| Други названия | CIE, counterfactual evaluation, counterfactual policy evaluation, impact evaluation | SCM, synthetic control, synth estimator, Abadie-Diamond-Hainmueller method |
| Свързани≠ | 5 | 4 |
| Резюме≠ | 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. | 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. |
| ScholarGateНабор от данни ↗ |
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