A critical appraisal of propensity‐score matching in the medical literature between 1996 and 2003
University of Toronto · Institute for Clinical Evaluative Sciences
Abstract
Propensity-score methods are increasingly being used to reduce the impact of treatment-selection bias in the estimation of treatment effects using observational data. Commonly used propensity-score methods include covariate adjustment using the propensity score, stratification on the propensity score, and propensity-score matching. Empirical and theoretical research has demonstrated that matching on the propensity score eliminates a greater proportion of baseline differences between treated and untreated subjects than does stratification on the propensity score. However, the analysis of propensity-score-matched samples requires statistical methods appropriate for matched-pairs data. We critically evaluated 47…
Citation impact
- FWCI
- 26.21
- Percentile
- 100%
- References
- 86
Authors
1Topics & keywords
- Propensity score matching
- Covariate
- Wilcoxon signed-rank test
- Statistics
- Observational study
- Matching (statistics)
- Selection bias
- Logistic regression
- Good health and well-being