R Observatory: Metrics for iccbeta version 1.2.1

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

iccbeta

1.2.1Package record

Multilevel Model Intraclass Correlation for Slope Heterogeneity

0packages depend

5Kdownloads / year

95.6%test coverage

13/13flavors OK

Overview

About

Maintained by Steven Andrew CulpepperCRAN page ↗GitHub ↗Website ↗Issues ↗

A function and vignettes for computing an intraclass correlation described in Aguinis & Culpepper (2015) doi:10.1177/1094428114563618. This package quantifies the share of variance in a dependent variable that is attributed to group heterogeneity in slopes.

Changes in 1.2.1

Changes

Added explicit dependencies on R (>= 4.3.0), Rcpp (>= 1.1.0), and RcppArmadillo (>= 15.0.2-2)
Removed CXX11 from src/Makevars and src/Makevars.win to avoid potential compilation issues with newer versions of Armadillo through RcppArmadillo.
Switched README.Rmd to README.qmd to use Quarto for rendering.
Fixed CITATION file to use c() instead of personList() and bibentry() to avoid CRAN check notes.
Switched from Travis-CI to GitHub Action workflows.

Documentation

Added a pkgdown website that deploys to <https://tmsalab.github.io/iccbeta/>.

From NEWS.md in the release

Install

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

install.packages("iccbeta", 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("tmsalab/iccbeta")

Development version from tmsalab/iccbeta. 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-iccbeta

Fast Ubuntu binaries via r2u (no compilation). The cranapt setup runs once and is skipped when it is already enabled. We list this channel from recorded r2u download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

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-iccbeta

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-iccbeta

RPMs auto-built from CRAN on openSUSE OBS (Tumbleweed). We list this channel from recorded autoCRAN download activity rather than from a live index of the repository, so treat it as last known rather than guaranteed.

Health

CRAN checks

13OK

CRAN check page ↗

Slowest check: 3.4 min · r-devel-windows-x86_64

Status changes

OK13 OK2026-08-05
NOTE12 OK, 1 NOTE2026-08-01
OK14 OK2026-04-22
ERROR13 OK, 1 ERROR2026-04-18
OK13 OK2026-03-11

Show 1 earlier changeHide 1 earlier change

NOTE11 OK, 2 NOTE2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 1.2.1

READMEYes · 161 wordsVignettesNoNEWSYes · 100% structured · mentions 1.2.1Citation fileYes · cites a publicationWebsiteYes · pkgdown

Help pages: 4includes a package overview page
Examples that run: 0%4 never run
Exported functions with examples: 100%
Documented parameters: 100%
Return-value docs: 100%
Help pages citing references: 75%

How these are measured

Downloads

5K

CRAN downloads in the past year

Rank #6,614 · ~14/day · ~419/mo

Releases R versions

Daily download trend is not available in this view yet.

44430 days

1.3K90 days

5K1 year

Compare downloads with other packages →

Also on420 r2u2 autocran2.3K conda_forge158 c2d4u

How downloads are counted

Repository

tmsalab/iccbeta ↗Organization: tmsalab

2Stars

0Forks

3Open issues

0Open PRs

4Releases

48Commits

1Commit identities

rrcpparmadilloarmadillocorrelationrcppintraclass-correlation

48 commits · Last activity 2025-09-27 · 0% stars, 30d

Responsiveness

How these are sampled

PRs merged (all time): 100%
Median days to close, 50 most recently updated closed issues: 0
Median days to close, 50 most recently updated closed PRs: 0

Stars over time

2021-04-18 · 22026-07-07 · 2

How these are measured

PracticesBeta

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

Checks run against github.com/tmsalab/iccbeta on 2026-10-22.

Continuous integration (2)

GitHub ActionsR CMD check workflow

The R CMD check workflow runs on Linux, macOS and Windows, and on R-devel

Docs source (4)

README.qmdpkgdown

GitHub Pages site last deployed 2025-09-27 · The repository has a site deploy workflow

pkgdown site last built 2025-09-27, before release 1.2.1 (2026-03-06)

CRAN release process (1)

cran-comments.md

Lint, format, editor (1)

RStudio project

How this is detected·Detection ruleset v4 (2026-10-20)

Dependencies

Declared dependencies

7 external dependencies (excludes base and recommended)

Installing iccbeta adds 9 packages (7 with compiled code, 12 MB of source tarballs). Heaviest: lme4 4.3 MB, nloptr 2.1 MB, Rcpp 1.8 MB.

Depends (1)

R >= 4.3.0

Imports (4)

Rcpp lme4statsmethods

LinkingTo (2)

Rcpp RcppArmadillo

Suggests (3)

RLRsim testthat covr

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

0direct

0indirect

Nothing depends on this yet.

How these are counted

Code & Tests

Datasets

People & History

People (2)

Steven Andrew Culpepper

Herman Aguinis

Author, Copyright holder

Releases (5)

Pick two releases to compare their code metrics.

R
R 4.6.0 released · 2026-04-24
unarchivedReturned to CRAN
2026-03-06
1.2.1Latest
record
2026-03-06 · current release · diff ↗
archivedRemoved from CRAN
2025-12-25
issues were not addressed in time
R
R 4.5.0 released · 2025-04-11
R
R 4.4.0 released · 2024-04-24
R
R 4.3.0 released · 2023-04-21
R
R 4.2.0 released · 2022-04-22
R
R 4.1.0 released · 2021-05-18
R
R 4.0.0 released · 2020-04-24
R
R 3.6.0 released · 2019-04-26
1.2.0
record
2019-01-28 · diff ↗
R
R 3.5.0 released · 2018-04-23
1.1.0
record
2017-08-22 · diff ↗
1.0.1
record
2017-04-26 · diff ↗ ·
removed 1 export
pattern:^[[:alpha:]]+

added 1 export
icc_beta
R
R 3.4.0 released · 2017-04-21

Show 4 earlier eventsHide 4 earlier events

R
R 3.3.0 released · 2016-05-03
R
R 3.2.0 released · 2015-04-16
1.0
record
2014-11-25
R
R 3.1.0 released · 2014-04-10

Package metadata

First published: 2014-11-25
Total releases: 5 / 12 yrs
License: GPL (>= 2) OSI
Minimum R: ≥ 4.3.0
Bundled data: 31 KB / 2 files
Download size: 44 KB

Appears in task views

Mixed, Multilevel, and Hierarchical Models in R Psychometric Models and Methods

Cite

Cite this package

Run in R for the authors' entry:

citation("iccbeta")

The package provides a citation file, so citation() returns the authors' own entry.

It points to 10.1177/1094428114563618.

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 iccbeta version 1.2.1 [Data set]. HJJB, LLC. Data release v2026-10-25. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-25, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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