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A brief guide to propensity score analysis

In the statistical analysis of observational data, propensity score is a technique that attempts to estimate the effect of a treatment (exposure) by accounting for the covariates that predict receiving the treatment (exposure). The aim of this paper is to provide a brief guide for clinicians and res...

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Detalles Bibliográficos
Autores principales: Ebrahim Valojerdi, Ameneh, Janani, Leila
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Iran University of Medical Sciences 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6387794/
https://www.ncbi.nlm.nih.gov/pubmed/30815417
http://dx.doi.org/10.14196/mjiri.32.122
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author Ebrahim Valojerdi, Ameneh
Janani, Leila
author_facet Ebrahim Valojerdi, Ameneh
Janani, Leila
author_sort Ebrahim Valojerdi, Ameneh
collection PubMed
description In the statistical analysis of observational data, propensity score is a technique that attempts to estimate the effect of a treatment (exposure) by accounting for the covariates that predict receiving the treatment (exposure). The aim of this paper is to provide a brief guide for clinicians and researchers who are applying propensity score analysis as a tool for analyzing observational data. We reviewed literature about how, when and why propensity score is used and then we discussed some important practical issues in using propensity score in observational studies. Appling propensity score as a method for analyzing observational studies is very useful but, we should know when and how we can use this method. Moreover, new methods of propensity score analysis such as Bayesian and doubly robust approaches were established in recent years, and these methods could be more useful for researchers in estimating causal effect from observational studies.
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spelling pubmed-63877942019-02-27 A brief guide to propensity score analysis Ebrahim Valojerdi, Ameneh Janani, Leila Med J Islam Repub Iran Debate Article In the statistical analysis of observational data, propensity score is a technique that attempts to estimate the effect of a treatment (exposure) by accounting for the covariates that predict receiving the treatment (exposure). The aim of this paper is to provide a brief guide for clinicians and researchers who are applying propensity score analysis as a tool for analyzing observational data. We reviewed literature about how, when and why propensity score is used and then we discussed some important practical issues in using propensity score in observational studies. Appling propensity score as a method for analyzing observational studies is very useful but, we should know when and how we can use this method. Moreover, new methods of propensity score analysis such as Bayesian and doubly robust approaches were established in recent years, and these methods could be more useful for researchers in estimating causal effect from observational studies. Iran University of Medical Sciences 2018-12-07 /pmc/articles/PMC6387794/ /pubmed/30815417 http://dx.doi.org/10.14196/mjiri.32.122 Text en © 2018 Iran University of Medical Sciences http://creativecommons.org/licenses/by-nc/3.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution NonCommercial 3.0 License (CC BY-NC 3.0), which allows users to read, copy, distribute and make derivative works for non-commercial purposes from the material, as long as the author of the original work is cited properly.
spellingShingle Debate Article
Ebrahim Valojerdi, Ameneh
Janani, Leila
A brief guide to propensity score analysis
title A brief guide to propensity score analysis
title_full A brief guide to propensity score analysis
title_fullStr A brief guide to propensity score analysis
title_full_unstemmed A brief guide to propensity score analysis
title_short A brief guide to propensity score analysis
title_sort brief guide to propensity score analysis
topic Debate Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6387794/
https://www.ncbi.nlm.nih.gov/pubmed/30815417
http://dx.doi.org/10.14196/mjiri.32.122
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