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Policy evaluation propensity score matching×Viktning med inversa sannolikheter för behandling (IPW / IPTW)×
ÄmnesområdeKausal inferensKausal inferens
FamiljRegression modelRegression model
Ursprungsår1983; policy evaluation adaptation 19972000
UpphovspersonRosenbaum & Rubin (1983); Heckman, Ichimura & Todd (1997) for program/policy evaluation applicationRobins, Hernán & Brumback
TypQuasi-experimental matching estimatorCausal inference weighting estimator
UrsprungskällaRosenbaum, P. R., & Rubin, D. B. (1983). The central role of the propensity score in observational studies for causal effects. Biometrika, 70(1), 41-55. DOI ↗Robins, J. M., Hernán, M. A., & Brumback, B. (2000). Marginal Structural Models and Causal Inference in Epidemiology. Epidemiology, 11(5), 550-560. DOI ↗
AliasPSM policy evaluation, policy PSM, propensity matching for program evaluation, PSM treatment evaluationIPW, IPTW, inverse probability of treatment weighting, marginal structural model weighting
Närliggande65
SammanfattningPolicy evaluation propensity score matching applies the propensity score framework — originally developed by Rosenbaum and Rubin (1983) and operationalized for program evaluation by Heckman et al. (1997) — to estimate the causal effect of a policy intervention. It constructs a credible comparison group from non-participants by matching them to participants on their estimated probability of receiving the treatment, enabling unbiased effect estimation without random assignment.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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ScholarGateJämför metoder: Policy Evaluation Propensity Score Matching · Inverse Probability Weighting. Hämtad 2026-06-19 från https://scholargate.app/sv/compare