articlePharmaceutical StatisticsApr 28, 2010BRONZE OA

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

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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…

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Topics & keywords

Keywords
  • Propensity score matching
  • Covariate
  • Calipers
  • Statistics
  • Estimator
  • Mathematics
  • Logit
  • Matching (statistics)
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