مقایسهٔ روشها
روشهای انتخابی خود را کنار هم مرور کنید؛ ردیفهای متفاوت برجسته شدهاند.
| روش کنترل ترکیبی دادههای پنلی× | روش تفاوت در تفاوت (Diff-in-Diff)× | |
|---|---|---|
| حوزه≠ | استنتاج علّی | اقتصادسنجی |
| خانواده | Regression model | Regression model |
| سال پیدایش≠ | 2010 | 1994 |
| پدیدآور≠ | Alberto Abadie, Alexis Diamond & Jens Hainmueller | Card & Krueger (canonical 1994 application); Angrist & Pischke (textbook treatment) |
| نوع≠ | Causal inference / panel data | Causal inference / panel regression |
| منبع بنیادین≠ | 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 ↗ | Angrist, J. D., & Pischke, J.-S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton University Press. ISBN: 978-0691120355 |
| نامهای دیگر≠ | SCM panel, panel synthetic control, synthetic control estimator, comparative case study | diff-in-diff, DiD, Farkların Farkı (Diff-in-Diff) |
| مرتبط | 5 | 5 |
| خلاصه≠ | 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. | Difference-in-Differences is a causal-inference method that estimates the effect of an intervention by comparing how a treatment group and a control group change over time. Made famous by Card and Krueger's 1994 minimum-wage study and developed in Angrist and Pischke's Mostly Harmless Econometrics, it isolates the treatment effect as the difference between the two groups' before-after changes. |
| ScholarGateمجموعهداده ↗ |
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