Related Experiment Video
Updated: Jul 11, 2025

Inverse Probability of Treatment Weighting Propensity Score using the Military Health System Data Repository and National Death Index
Published on: January 8, 2020
Generalizing some key results from "alternative weighting schemes when performing matching-adjusted indirect
1Statistical Innovation Group, AstraZeneca, Cambridge, UK.
Abstract:
A recent paper proposed an alternative weighting scheme when performing matching-adjusted indirect comparisons. This alternative approach follows the conventional one in matching the covariate means across two studies but differs in that it maximizes the effective sample size when doing so. The appendix of this paper showed, assuming there is one covariate and negative weights are permitted, that the resulting weights are linear in the covariates. This explains how the alternative method achieves a larger effective sample size and results in a metric that quantifies the difficulty of matching on particular covariates. We explain how these key results generalize to the case where there are multiple covariates, giving rise to a new metric that can be used to quantify the impact of matching on multiple covariates.
Related Concept Videos
Weighted Mean
For example, consider the number of goals scored in the matches of a tournament. While computing the average number of goals scored in the tournament, it may be more important to...
Wilcoxon Signed-Ranks Test for Matched Pairs
One-Way ANOVA: Equal Sample Sizes
Different sample means can result in different values for the variance estimate: variance between samples. This is because the variance between samples is calculated as the product of the sample size and the variance between the...
Friedman Two-way Analysis of Variance by Ranks
One-Way ANOVA: Unequal Sample Sizes
Bonferroni Test
The means of different samples are first paired in all possible combinations.
The null hypothesis of the...

