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Invited Commentary: Propensity Scores

American Journal of Epidemiology · 1999 · Vol. 150(4) · pp. 327–333
Marshall M. JoffePeter Rosenbaum

Abstract

The propensity score is the conditional probability of exposure to a treatment given observed covariates. In a cohort study, matching or stratifying treated and control subjects on a single variable, the propensity score, tends to balance all of the observed covariates; however, unlike random assignment of treatments, the propensity score may not also balance unobserved covariates. The authors review the uses and limitations of propensity scores and provide a brief outline of associated statistical theory. They also present a new result of using propensity scores in case-cohort studies.

Advanced Causal Inference TechniquesStatistical Methods and InferenceStatistical Methods and Bayesian InferencePropensity score matchingCovariateMatching (statistics)MedicineStatisticsCohortRandom assignmentCohort studyDemographyEconometrics

MeSH terms

Coronary Artery BypassCoronary DiseaseHumansModels, StatisticalCausalityConfounding Factors, EpidemiologicCase-Control Studies

Funding

  • National Science Foundation
Citations
1,051
FWCI
17.69
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References
28
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100%
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Variable Selection for Propensity Score Models
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References
Reducing Bias in Observational Studies Using Subclassification on the Propensity Score
Journal of the American Statistical Association · 1984 · 3,240 citations
Estimating causal effects of treatments in randomized and nonrandomized studies.
Journal of Educational Psychology · 1974 · 9,316 citations
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