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Propensity Weighting in Criminology/证据
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Propensity Weighting in Criminology

Propensity weighting estimates the causal effect of a justice exposure — incarceration, gang membership, a program, or a sanction — from observational data when randomization was impossible. It models each unit's probability of receiving the exposure given measured confounders (the propensity score) and then weights units by the inverse of that probability, creating a pseudo-population in which the exposure is unrelated to those confounders. Rosenbaum and Rubin introduced the propensity score in 1983, and Apel and Sweeten adapted it for criminology, where ethical and practical barriers make experiments rare.

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Propensity Score Weighting for Criminological Observational Studies
分类方法记录 · process-pipeline / criminology
  • Apel, R. J., & Sweeten, G. (2010). Propensity score matching in criminology and criminal justice. In A. R. Piquero & D. Weisburd (Eds.), Handbook of Quantitative Criminology (pp. 543–562). Springer. · DOI 10.1007/978-0-387-77650-7_26
  • Rosenbaum, 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 10.1093/biomet/70.1.41
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See alsoInverse Probability Weightingmachine-suggested · Relational suggestion, not evidence.Same method familyPropensity Score Methods in Criminologymachine-suggested · Relational suggestion, not evidence.Taxonomic bucketRandomized Controlled Trial in Criminologymachine-suggested · Relational suggestion, not evidence.Used in the same domainRecidivism Survival Analysismachine-suggested · Relational suggestion, not evidence.

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