Methoden vergleichen
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| Politikbewertung Kontrafaktische Wirkungsanalyse (CIE)× | Synthetische Kontrollmethode (SCM)× | |
|---|---|---|
| Fachgebiet | Kausale Inferenz | Kausale Inferenz |
| Familie | Regression model | Regression model |
| Entstehungsjahr≠ | 1974 (Rubin potential outcomes); 2010s (EU policy CIE formalisation) | 2003–2010 |
| Urheber≠ | Rubin (potential outcomes framework); European Commission DG Research formalised policy CIE guidelines | Alberto Abadie & Javier Gardeazabal (2003); Abadie, Diamond & Hainmueller (2010) |
| Typ≠ | Quasi-experimental causal evaluation | Quasi-experimental causal inference |
| Wegweisende Quelle≠ | Imbens, G. W., & Rubin, D. B. (2015). Causal Inference for Statistics, Social, and Biomedical Sciences: An Introduction. Cambridge University Press. ISBN: 978-0521885881 | 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 ↗ |
| Aliasnamen | CIE, policy CIE, counterfactual policy evaluation, impact evaluation | SCM, synthetic control, synth estimator, Abadie-Diamond-Hainmueller method |
| Verwandt≠ | 5 | 4 |
| Zusammenfassung≠ | Counterfactual Impact Evaluation (CIE) for policy assessment estimates the causal effect of a public policy or programme by comparing observed outcomes of participants against a rigorously constructed counterfactual — what would have happened had the policy not existed. Rooted in the Rubin potential-outcomes framework, CIE is the standard methodology endorsed by the European Commission for evaluating research, innovation, and structural funding programmes. | 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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