cobalt: Covariate Balance Tables and Plots

Generate balance tables and plots for covariates of groups preprocessed through matching, weighting or subclassification, for example, using propensity scores. Includes integration with 'MatchIt', 'WeightIt', 'MatchThem', 'twang', 'Matching', 'optmatch', 'CBPS', 'ebal', 'cem', 'sbw', and 'designmatch' for assessing balance on the output of their preprocessing functions. Users can also specify data for balance assessment not generated through the above packages. Also included are methods for assessing balance in clustered or multiply imputed data sets or data sets with multi-category, continuous, or longitudinal treatments.

Version:	4.6.2
Depends:	R (≥ 4.1.0)
Imports:	stats, utils, grid, grDevices, ggplot2 (≥ 3.5.0), gtable (≥ 0.3.6), gridExtra (≥ 2.3), chk (≥ 0.10.0), rlang (≥ 1.1.5), cli (≥ 3.6.5)
Suggests:	MatchIt (≥ 4.0.0), WeightIt (≥ 1.0.0), twang (≥ 1.6), twangContinuous, Matching, optmatch, ebal, CBPS (≥ 0.17), optweight, mice (≥ 3.8.0), MatchThem (≥ 0.9.3), cem (≥ 1.1.30), sbw (≥ 1.1.5), gbm (≥ 2.1.7), brglm2 (≥ 0.9), caret, knitr, rmarkdown, testthat (≥ 3.0.0)
Published:	2026-01-29
DOI:	10.32614/CRAN.package.cobalt
Author:	Noah Greifer [aut, cre]
Maintainer:	Noah Greifer <noah.greifer at gmail.com>
BugReports:	https://github.com/ngreifer/cobalt/issues
License:	GPL-2 | GPL-3 [expanded from: GPL (≥ 2)]
URL:	https://ngreifer.github.io/cobalt/, https://github.com/ngreifer/cobalt
NeedsCompilation:	no
Materials:	README, NEWS
In views:	CausalInference, MissingData
CRAN checks:	cobalt results

Documentation:

Reference manual:

cobalt.html , cobalt.pdf

Vignettes:

Covariate Balance Tables and Plots: A Guide to the *cobalt* Package (source) Frequently Asked Questions (source) Using cobalt with Longitudinal Treatments (source) Using 'love.plot()' To Generate Love Plots (source) Optimizing Tuning Parameters for Balance (source) Using cobalt with Other Preprocessing Packages (source) Using cobalt with Clustered, Multiply Imputed, and Other Segmented Data (source)

Downloads:

Package source:	cobalt_4.6.2.tar.gz
Windows binaries:	r-devel: cobalt_4.6.2.zip, r-release: cobalt_4.6.2.zip, r-oldrel: cobalt_4.6.2.zip
macOS binaries:	r-release (arm64): cobalt_4.6.2.tgz, r-oldrel (arm64): cobalt_4.6.2.tgz, r-release (x86_64): cobalt_4.6.2.tgz, r-oldrel (x86_64): cobalt_4.6.2.tgz
Old sources:	cobalt archive

Reverse dependencies:

Reverse imports:	beastt, debiasedTrialEmulation, missDiag, MultiObjMatch, mvGPS, pda, sim.BA, WeightIt
Reverse suggests:	causalCmprsk, fwb, halfmoon, independenceWeights, insight, marginaleffects, MatchIt, MatchThem, nullranges, optweight, parameters, psborrow2

Linking:

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