R Observatory: Metrics for clarify version 0.2.3

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

clarify

0.2.3

Simulation-Based Inference for Regression Models

1packages depend

48.2Kdownloads / year

35.8%test coverage

13/13checks pass

Overview

About

Maintained by Noah GreiferFirst published 2023-01-258 releasesCRAN page ↗GitHub ↗

Performs simulation-based inference as an alternative to the delta method for obtaining valid confidence intervals and p-values for regression post-estimation quantities, such as average marginal effects and predictions at representative values. This framework for simulation-based inference is especially useful when the resulting quantity is not normally distributed and the delta method approximation fails. The methodology is described in Greifer, et al. (2025) doi:10.32614/RJ-2024-015. 'clarify' is meant to replace some of the functionality of the archived package 'Zelig'; see the vignette "Translating Zelig to clarify" for replicating this functionality.

Install

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

install.packages("clarify", 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("iqss/clarify")

Development version from iqss/clarify. 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-clarify

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-clarify

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-clarify

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

Health

CRAN checks

13OK

Slowest check: 8.9 min · r-oldrel-windows-x86_64

Code health

Yes

Tests · ratio 0.84

35.8%

Coverage · measured lines

100%

Documentation · exports

7

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
OK2026-06-09
13 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
ERROR2026-06-08
12 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-04-10
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Show 2 earlier snapshots

ERROR2026-04-09
13 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
OK2026-03-10
14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE

Documentation

READMEYes · 844 wordsVignettesYes · dynamicpkgdown siteNoNEWSYes · 100% structuredCode of conductNoContributing guideNo

Examples that run: 100%
Documented parameters: 100%
Return-value docs: 100%
References docs: 27%

Downloads

48.2K

CRAN downloads in the past year

Rank #2,127 · ~132/day · ~4K/mo

Releases R versions

Daily download trend is not available in this view yet.

2.6K30 days

9.9K90 days

48.2K1 year

Compare downloads with other packages →

Also on3.8K r2u20 autocran1.1K conda_forge

Repository

GitHub ↗ iqss/clarify

26Stars

4Forks

0Open issues

0Open PRs

0Releases

144Commits

2Contributors

r

144 commits · Last activity 2025-09-19 · 0% stars, 30d

Stars over time

2024-11-19 · 242026-07-07 · 26

Repository practices

Upstream repositoryBeta

3 development-tooling and community-health practices detected across 3 families in the upstream repository

Checks run against github.com/iqss/clarify on 2026-08-16.

Continuous integration (1)

GitHub Actions

Docs source (1)

README.Rmd

Lint, format, editor (1)

RStudio project

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

Dependencies

Declared dependencies

26 external dependencies (excludes base and recommended)

Depends (1)

R >= 4.1.0

Imports (7)

arg ggplot2 pbapply cli rlang insight marginaleffects

LinkingTo (0)

none

Suggests (22)

testthat withr MatchItparallelknitr rmarkdown AmeliaMASSbetareg survey estimatr fixest logistf geepack rms robustbase robust AER ivregmgcvsandwich WeightIt

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

1direct

0indirect

marginaleffects

Code & Tests

People & History

People (4)

Maintainer (1)

Noah Greifer

Author, Maintainer

Authors (4)

Author, Maintainer

Author

Author

Author

Package Timeline

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

0.2.3Latest
2026-06-09 · current release · diff ↗
R
R 4.6.0 released · 2026-04-24
0.2.2
2025-09-20 · diff ↗
R
R 4.5.0 released · 2025-04-11
0.2.1
2024-05-30 · diff ↗
R
R 4.4.0 released · 2024-04-24
0.2.0
2023-09-21 · diff ↗
0.1.3
2023-05-04 · diff ↗
R
R 4.3.0 released · 2023-04-21
0.1.2
2023-02-22 · diff ↗
0.1.1
2023-02-03 · diff ↗
0.1.0
2023-01-25
R
R 4.2.0 released · 2022-04-22

Package metadata

First published: 2023-01-25
Total releases: 8 / 3 yrs
License: GPL (>= 3) OSI
Minimum R: ≥ 4.1.0
Download size: 1.9 MB
Installed size: not tracked yet
With dependencies: not tracked yet

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("clarify")

Format

Greifer, N., Iacus, S., King, G., & Worthington, S. (2026). clarify: Simulation-Based Inference for Regression Models (Version 0.2.3) [Computer software]. https://doi.org/10.32614/CRAN.package.clarify

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 clarify version 0.2.3 [Data set]. HJJB, LLC. Data release v2026-08-16. https://doi.org/10.5281/zenodo.21843040

From data release v2026-08-16, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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