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10 - Propensity Scores

Published online by Cambridge University Press:  09 October 2025

Mitchell H. Katz
Affiliation:
NYC Health and Hospitals
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Summary

Propensity scores are a statistical method for adjusting for baseline differences between study groups. The scores are based on the probability of a subject being in a particular group, conditional on that subject’s values on those independent variables though to influence group membership. Propensity scores with multivariable analysis produces a better adjustment for baseline differences than simply including potential confounders in a multivariable model predicting outcome. Propensity scores are also particularly helpful when outcomes are rare and the proportions of subjects in the independent groups are relatively equal. Another advantage of propensity scores is that they make no assumptions about the relationship between the individual confounders and outcome. The adequacy of a propensity score is judged by whether there is sufficient overlap between the groups and whether it balances the covariates.

There are four major ways you can use propensity scores: matching, weighting, stratified, as a covariate in a model predicting outcome.

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Multivariable Analysis
A Practical Guide for Clinicians and Public Health Researchers
, pp. 187 - 201
Publisher: Cambridge University Press
Print publication year: 2025

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  • Propensity Scores
  • Mitchell H. Katz, NYC Health and Hospitals
  • Book: Multivariable Analysis
  • Online publication: 09 October 2025
  • Chapter DOI: https://doi.org/10.1017/9781009558488.011
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  • Propensity Scores
  • Mitchell H. Katz, NYC Health and Hospitals
  • Book: Multivariable Analysis
  • Online publication: 09 October 2025
  • Chapter DOI: https://doi.org/10.1017/9781009558488.011
Available formats
×

Save book to Google Drive

To save content items to your account, please confirm that you agree to abide by our usage policies. If this is the first time you use this feature, you will be asked to authorise Cambridge Core to connect with your account. Find out more about saving content to Google Drive.

  • Propensity Scores
  • Mitchell H. Katz, NYC Health and Hospitals
  • Book: Multivariable Analysis
  • Online publication: 09 October 2025
  • Chapter DOI: https://doi.org/10.1017/9781009558488.011
Available formats
×