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Updated: Jan 23, 2026

A User-friendly and Powerful R Analysis of Large-scale Datasets
Published on: November 4, 2025
Propensity score analysis using the freely available user-friendly software EZR (Easy R).
1Division of Hematology, Jichi Medical University, 3311-1, Yakushiji, Shimotuske-shi, Tochigi, 329-0498, Japan. ycanda-tky@umin.ac.jp.
Easy R (EZR) is free statistical software for medical researchers, offering advanced functions like propensity score analysis through a user-friendly interface. This guide details its use for propensity score matching and inverse probability weighting, comparing them to traditional methods.
Area of Science:
- Medical Statistics
- Biostatistics
- Statistical Software
Background:
- Easy R (EZR) is a widely used, free statistical software package built on R and R Commander.
- It provides a graphical user interface for various statistical analyses, including survival analysis, ROC analysis, meta-analysis, and sample size calculations.
- A previous report on EZR has been highly cited, indicating its importance in the research community.
Purpose of the Study:
- To describe the procedures for performing propensity score (PS) analysis using EZR.
- To detail methods such as PS matching and inverse probability weighting within the EZR framework.
- To compare the performance of PS analysis methods with conventional multivariate analyses.
Main Methods:
- Utilizing the Easy R (EZR) software package for statistical analysis.
- Implementing propensity score (PS) matching techniques.
- Applying inverse probability weighting (IPW) methods for causal inference.
- Performing conventional multivariate statistical analyses for comparison.
Main Results:
- The study details the step-by-step implementation of propensity score analysis in EZR.
- Comparisons are made between PS-based methods and traditional multivariate approaches.
- The findings highlight the utility of EZR for advanced statistical modeling in medical research.
Conclusions:
- Easy R (EZR) provides a user-friendly platform for conducting advanced statistical analyses, including propensity score methods.
- The software facilitates the comparison of propensity score matching and inverse probability weighting against conventional methods.
- EZR is a valuable tool for researchers needing to perform complex statistical analyses in medical research.
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