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Vægtning af tilbøjelighedsscore til politikevaluering×Vægtning med den inverse behandlingssandsynlighed (IPW / IPTW)×
FagområdeKausal inferensKausal inferens
FamilieRegression modelRegression model
Oprindelsesår1983/20032000
OphavspersonRosenbaum & Rubin (1983); extended to policy evaluation by Hirano, Imbens & Ridder (2003)Robins, Hernán & Brumback
TypeQuasi-experimental causal inferenceCausal inference weighting estimator
Oprindelig kildeHirano, K., Imbens, G. W., & Ridder, G. (2003). Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score. Econometrica, 71(4), 1161-1189. DOI ↗Robins, J. M., Hernán, M. A., & Brumback, B. (2000). Marginal Structural Models and Causal Inference in Epidemiology. Epidemiology, 11(5), 550-560. DOI ↗
AliasserPSW policy evaluation, inverse probability weighting for policy, IPW policy evaluation, policy PSWIPW, IPTW, inverse probability of treatment weighting, marginal structural model weighting
Relaterede65
ResuméPolicy evaluation propensity score weighting applies inverse-probability weighting to observational data to estimate the causal effect of a policy program. By reweighting participants and non-participants so they resemble a target population, it removes selection bias from voluntary or administratively allocated program assignment without requiring randomization.Inverse Probability Weighting is a causal-inference method that assigns each observation a weight equal to the inverse of its probability of receiving the treatment it actually received. Introduced by Robins, Hernán and Brumback (2000) for marginal structural models, it builds a pseudo-population in which treatment is independent of measured confounders, balancing selection bias.
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ScholarGateSammenlign metoder: Policy Evaluation Propensity Score Weighting · Inverse Probability Weighting. Hentet 2026-06-19 fra https://scholargate.app/da/compare