مقایسهٔ روشها
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| روش کنترل ترکیبی چند دورهای× | روش کنترل ترکیبی دادههای پنلی× | |
|---|---|---|
| حوزه | استنتاج علّی | استنتاج علّی |
| خانواده | Regression model | Regression model |
| سال پیدایش≠ | 2010-2021 | 2010 |
| پدیدآور≠ | Abadie, Diamond & Hainmueller (2010); extended to multi-period settings by Abadie (2021) and Ben-Michael et al. (2021) | Alberto Abadie, Alexis Diamond & Jens Hainmueller |
| نوع≠ | Quasi-experimental causal inference | Causal inference / panel data |
| منبع بنیادین≠ | Abadie, A. (2021). Using synthetic controls: Feasibility, data requirements, and methodological aspects. Journal of Economic Literature, 59(2), 391-425. 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 ↗ |
| نامهای دیگر | multi-period SCM, extended synthetic control, synthetic control with multiple treatment periods, staggered synthetic control | SCM panel, panel synthetic control, synthetic control estimator, comparative case study |
| مرتبط | 5 | 5 |
| خلاصه≠ | The multi-period synthetic control method extends the classic synthetic control framework to settings where treatment occurs across several distinct periods or where the researcher needs to track causal effects over a prolonged post-treatment window. It constructs a weighted combination of untreated units that reproduces the treated unit's pre-treatment trajectory, then uses that synthetic counterfactual across all post-treatment periods to estimate time-varying treatment effects. | The panel data synthetic control method estimates the causal effect of an intervention on a single treated unit by constructing a data-driven weighted combination of untreated units — a synthetic control — that best reproduces the treated unit's pre-treatment outcome trajectory. The post-treatment gap between the treated unit and its synthetic counterpart is the estimated treatment effect. |
| ScholarGateمجموعهداده ↗ |
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