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mitml: Tools for multiple imputation in multilevel modeling

This R package provides tools for multiple imputation of missing data in multilevel modeling. It includes a user-friendly interface to the packages pan and jomo, and several functions for visualization, data management, and the analysis of multiply imputed data sets.

The purpose of mitml is to provide users with a set of effective and user-friendly tools for multiple imputation of multilevel data without requiring advanced knowledge of its statistical underpinnings. This web page is intended to provide an overview of the documentation mitml.

Official documentation (PDF)

The official documentation of the package can be found on CRAN.

Vignettes (HTML)

Further examples and documentation are provided in HTML vignettes on CRAN and on the follwing pages.

• Introduction
• Imputation of missing data at Level 2
• Analysis of multiply imputed data sets

If you use mitml and have suggestions for improvement, please email me (see here) or file an issue.