R Observatory: Metrics for MAIHDA version 0.2.1

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

MAIHDA

0.2.1

Multilevel Analysis of Individual Heterogeneity and Discriminatory Accuracy

1packages depend

2.1Kdownloads / year

87.4%test coverage

13/13checks pass

Overview

About

Maintained by Hamid BulutFirst published 2026-04-036 releasesCRAN page ↗GitHub ↗

Tools for Multilevel Analysis of Individual Heterogeneity and Discriminatory Accuracy (MAIHDA) for intersectional inequality research. Methods are described in Merlo (2018) doi:10.1016/j.socscimed.2017.12.026 and Evans et al. (2018) doi:10.1016/j.socscimed.2017.11.011. The package creates intersectional strata, fits multilevel MAIHDA models, estimates variance partition coefficients, proportional change in variance, stratum effects, and discriminatory-accuracy summaries, and provides diagnostic and presentation plots.

Install

R (CRAN)pak (dev)Ubuntu (r2u)Fedora (COPR)openSUSE (OBS)

install.packages("MAIHDA", repos = "https://cloud.r-project.org/")

Installs the current CRAN release. Prebuilt binaries on Windows and macOS.

if (!requireNamespace("pak", quietly = TRUE))
  install.packages("pak", repos = "https://cloud.r-project.org/")
pak::pak("hdbt/MAIHDA")

Development version from hdbt/MAIHDA. Installs pak first if it is not already available.

Release

# enable cranapt (r2u) if it is not already set up, then install
grep -rqs r2u.stat.illinois.edu /etc/apt/sources.list /etc/apt/sources.list.d/ \
  || curl -fsSL https://raw.githubusercontent.com/eddelbuettel/r2u/master/inst/scripts/add_cranapt_noble.sh | sudo bash
sudo apt install -y r-cran-maihda

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled.

bspm (used by r2u) also needs make: sudo apt install make

# enable the iucar/cran COPR if it is not already present, then install
ls /etc/yum.repos.d/*iucar*cran*.repo >/dev/null 2>&1 \
  || sudo dnf copr enable -y iucar/cran
sudo dnf install -y R-CRAN-MAIHDA

RPMs from the iucar/cran COPR, rebuilt from CRAN.

For install.packages() integration in R, also: sudo dnf install R-CoprManager

# add the autoCRAN OBS repo (Tumbleweed) if it is missing, then install
zypper -q lr | grep -qi autoCRAN \
  || sudo zypper addrepo https://download.opensuse.org/repositories/devel:/languages:/R:/autoCRAN/openSUSE_Tumbleweed/devel:languages:R:autoCRAN.repo
sudo zypper install -y R-MAIHDA

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed).

Health

CRAN checks

13OK

Slowest check: 10.2 min · r-oldrel-windows-x86_64

Code health

Yes

Tests · ratio 0.64

87.4%

Coverage · measured lines

100%

Documentation · exports

13

Dependencies · direct

Check history

OK2026-08-05
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
NOTE2026-08-01
12 OK · 1 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
OK2026-07-23
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-07-11
10 OK · 0 NOTE · 0 WARNING · 3 ERROR · 0 FAILURE
OK2026-04-04
5 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMEYes · 1,634 wordsVignettesYes · dynamicpkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 34%
Documented parameters: 99%
Return-value docs: 96%
References docs: 7%

Downloads

2.1K

CRAN downloads in the past year

Rank #6,011 · ~6/day · ~175/mo

Releases R versions

Daily download trend is not available in this view yet.

29130 days

1.4K90 days

2.1K1 year

Compare downloads with other packages →

Also on89 r2u10 autocran

Repository

GitHub ↗ hdbt/maihda

1Stars

0Forks

4Open issues

4Open PRs

3Releases

382Commits

1Contributors

382 commits · Last activity 2026-08-14 · 0% stars, 30d

Stars over time

2026-06-24 · 12026-07-07 · 1

Repository practices

Upstream repositoryBeta

4 development-tooling and community-health practices detected across 4 families in the upstream repository

Checks run against github.com/hdbt/maihda on 2026-08-09.

Continuous integration (1)

GitHub Actions

Reproducibility and dev environment (1)

data-raw/

CRAN release process (1)

cran-comments.md

Automation and maintenance (1)

Dependabot

How this is detected·Detection ruleset v1 (2026-07-18)

Dependencies

Declared dependencies

27 external dependencies (excludes base and recommended)

Depends (1)

R >= 4.1.0

Imports (13)

lme4 reformulas cli ggplot2 dplyr tidyr genericsstatsrlang (>= 0.4.0)patchwork ggrepel tidyselect tibble

LinkingTo (0)

none

Suggests (16)

shiny bslib DT future promises plotly haven shinyjs shinycssloaders brms WeMix ordinal testthat knitrMASSrmarkdown

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

1direct

0indirect

guideR

Code & Tests

Datasets

People & History

People (1)

Maintainer (1)

Hamid Bulut

Author, Maintainer

Authors (1)

Hamid Bulut

Author, Maintainer

Package Timeline

6 releases. Pick two to compare their code metrics. R releases are shown for context.

0.2.1Latest
2026-07-10 · current release · diff ↗
0.2.0
2026-07-02 · diff ↗
0.1.11
2026-06-18 · diff ↗
0.1.8
2026-05-16 · diff ↗
R
R 4.6.0 released · 2026-04-24
0.1.7
2026-04-05 · diff ↗
0.1.0
2026-04-03
R
R 4.5.0 released · 2025-04-11

Package metadata

First published: 2026-04-03
Total releases: 6 / 1 yrs
License: MIT + file LICENSE OSI
Minimum R: ≥ 4.1.0
Bundled data: 52 KB / 5 files
Download size: not tracked yet
Installed size: not tracked yet
With dependencies: not tracked yet

Appears in task views

Mixed, Multilevel, and Hierarchical Models in R

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("MAIHDA")

Format

Bulut, H. (2026). MAIHDA: Multilevel Analysis of Individual Heterogeneity and Discriminatory Accuracy (Version 0.2.1) [Computer software]. https://doi.org/10.32614/CRAN.package.MAIHDA

This is what citation() produces when a package has no citation file of its own. If it prints something else, use that.

Cite the R Observatory

For a number measured here: a download total, a coverage figure, an archival date.

Format

APA

Balamuta, J. J. (2026). R Observatory: Metrics for MAIHDA version 0.2.1 [Data set]. HJJB, LLC. Data release v2026-08-15. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-15, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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