Optimal caliper widths for propensity‐score matching when estimating differences in means and differences in proportions in observational studies
University of Toronto · Public Health Ontario · +1 more institution
Abstract
In a study comparing the effects of two treatments, the propensity score is the probability of assignment to one treatment conditional on a subject's measured baseline covariates. Propensity-score matching is increasingly being used to estimate the effects of exposures using observational data. In the most common implementation of propensity-score matching, pairs of treated and untreated subjects are formed whose propensity scores differ by at most a pre-specified amount (the caliper width). There has been a little research into the optimal caliper width. We conducted an extensive series of Monte Carlo simulations to determine the optimal caliper width for estimating differences in means (for continuous…
Citation impact
- FWCI
- 27.37
- Percentile
- 100%
- References
- 36
Authors
1Topics & keywords
- Propensity score matching
- Covariate
- Calipers
- Statistics
- Estimator
- Mathematics
- Logit
- Matching (statistics)