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Poliitika hindamise marginaalne struktuurmudel×Kontrafaktuaalne mõju hindamine (CIE)×
ValdkondPõhjuslik järeldaminePõhjuslik järeldamine
PerekondRegression modelRegression model
Tekkeaasta20001970s–2000s
LoojaJames M. Robins, Miguel A. Hernan, Babette BrumbackHeckman, Imbens, Rubin, and the program evaluation literature
TüüpCausal inference / weighted regressionCausal inference / program evaluation
AlgallikasRobins, J. M., Hernan, M. A., & Brumback, B. (2000). Marginal structural models and causal inference in epidemiology. Epidemiology, 11(5), 550–560. DOI ↗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 ↗
RööpnimetusedMSM for policy evaluation, policy MSM, causal MSM, structural policy weighting modelCIE, counterfactual evaluation, counterfactual policy evaluation, impact evaluation
Seotud65
KokkuvõteA Policy Evaluation Marginal Structural Model (MSM) is a causal inference framework that estimates the population-average effect of a policy by using inverse probability weighting to create a pseudo-population in which treatment assignment is independent of measured confounders, enabling unbiased comparison of potential outcomes under different policy scenarios from observational data.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.
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ScholarGateVõrdle meetodeid: Policy Evaluation Marginal Structural Model · Counterfactual Impact Evaluation. Loetud 2026-06-18 aadressilt https://scholargate.app/et/compare