betaMC

1.3.4

Monte Carlo for Regression Effect Sizes

3packages depend

4.4Kdownloads / year

97.7%test coverage

13/13checks pass

Overview

About

Maintained by Ivan Jacob Agaloos PesiganFirst published 2023-01-097 releasesCRAN page ↗GitHub ↗

Generates Monte Carlo confidence intervals for standardized regression coefficients (beta) and other effect sizes, including multiple correlation, semipartial correlations, improvement in R-squared, squared partial correlations, and differences in standardized regression coefficients, for models fitted by lm(). 'betaMC' combines ideas from Monte Carlo confidence intervals for the indirect effect (Pesigan and Cheung, 2024 doi:10.3758/s13428-023-02114-4) and the sampling covariance matrix of regression coefficients (Dudgeon, 2017 doi:10.1007/s11336-017-9563-z) to generate confidence intervals effect sizes in regression.

Install

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

install.packages("betaMC", 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("jeksterslab/betaMC")

Development version from jeksterslab/betaMC. 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-betamc

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-betaMC

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-betaMC

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

Health

CRAN checks

13OK

Slowest check: 1.2 min · r-oldrel-macos-x86_64

Code health

Yes

Tests · ratio 0.89

97.7%

Coverage · measured lines

100%

Documentation · exports

Dependencies · direct

Check history

OK2026-06-09
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-06-08
12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-03-10
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMENoVignettesNopkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 100%
Documented parameters: 100%
Return-value docs: 100%
References docs: 18%

Downloads

4.4K

CRAN downloads in the past year

Rank #7,562 · ~12/day · ~371/mo

Releases R versions

Daily download trend is not available in this view yet.

28630 days

1.4K90 days

4.4K1 year

Compare downloads with other packages →

Also on1K r2u69 autocran

Repository

GitHub ↗ jeksterslab/betamc

1Stars

0Forks

0Open issues

0Open PRs

7Releases

189Commits

1Contributors

confidence-intervalsmonte-carlorr-packagestandardized-regression-coefficientsregression-effect-sizes

189 commits · Last activity 2026-06-14

Stars over time

2024-03-28 · 12026-07-07 · 1

Repository practices

Upstream repositoryBeta

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

Checks run against github.com/jeksterslab/betamc on 2026-07-19.

Continuous integration (1)

GitHub Actions

Reproducibility and dev environment (2)

MakefileDev Container

Research and citation (1)

CITATION.cff

Lint, format, editor (1)

RStudio project

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

Dependencies

Declared dependencies

8 external dependencies (excludes base and recommended)

Depends (1)

R >= 3.5.0

Imports (1)

stats

LinkingTo (0)

none

Suggests (9)

knitr rmarkdown testthatMASSmice Amelia betaDelta betaSandwich betaNB

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

3direct

0indirect

betaDelta betaNB betaSandwich

Code & Tests

Datasets

People & History

People (1)

Maintainer (1)

Ivan Jacob Agaloos Pesigan

Author, Maintainer, Copyright holder

Authors (1)

Ivan Jacob Agaloos Pesigan

Author, Maintainer, Copyright holder

Ivan Jacob Agaloos Pesigan

Author, Maintainer, Copyright holder

Package Timeline

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

1.3.4Latest
2026-06-12 · current release · diff ↗
R
R 4.6.0 released · 2026-04-24
1.3.3
2025-10-19 · diff ↗
R
R 4.5.0 released · 2025-04-11
R
R 4.4.0 released · 2024-04-24
1.3.2
2024-04-14 · diff ↗
1.3.1
2023-10-15 · diff ↗
1.3.0
2023-08-23 · diff ↗
R
R 4.3.0 released · 2023-04-21
1.2.0
2023-04-13 · diff ↗
1.0.0
2023-01-09
R
R 4.2.0 released · 2022-04-22

Package metadata

First published: 2023-01-09
Total releases: 7 / 3 yrs
License: MIT + file LICENSE OSI
Minimum R: ≥ 3.5.0
Bundled data: 1.6 KB / 1 file
Download size: 37 KB
Installed size: not tracked yet
With dependencies: not tracked yet

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