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| Robusna analiza kauzalnog uticaja× | Metoda sintetičke kontrole (SCM)× | |
|---|---|---|
| Oblast | Kauzalno zaključivanje | Kauzalno zaključivanje |
| Porodica | Regression model | Regression model |
| Godina nastanka≠ | 2015 | 2003–2010 |
| Tvorac≠ | Brodersen, Gallusser, Koehler, Remy & Scott (foundational CausalImpact framework) | Alberto Abadie & Javier Gardeazabal (2003); Abadie, Diamond & Hainmueller (2010) |
| Tip≠ | Bayesian causal inference with robustness validation | Quasi-experimental causal inference |
| Temeljni izvor≠ | Brodersen, K. H., Gallusser, F., Koehler, J., Remy, N., & Scott, S. L. (2015). Inferring causal impact using Bayesian structural time-series models. Annals of Applied Statistics, 9(1), 247-274. 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 ↗ |
| Drugi nazivi | robust CausalImpact, sensitivity-augmented causal impact, causal impact with robustness checks, robust BSTS causal inference | SCM, synthetic control, synth estimator, Abadie-Diamond-Hainmueller method |
| Srodne≠ | 5 | 4 |
| Sažetak≠ | Robust Causal Impact Analysis extends the Bayesian structural time-series CausalImpact framework (Brodersen et al., 2015) by embedding systematic robustness checks — in-time placebo tests, in-space placebo controls, covariate sensitivity analysis, and prior sensitivity assessments — to verify that a detected intervention effect is genuine and not an artifact of model choices or coincidental data patterns. | 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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