R Observatory: Metrics for jtools version 2.3.1

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

jtools

2.3.1Package record

Analysis and Presentation of Social Scientific Data

7packages dependsuggested by 3

263.1Kdownloads / year

69.8%test coverage

13/13flavors OK

Overview

About

Maintained by Jacob A. LongCRAN page ↗GitHub ↗Website ↗Issues ↗

This is a collection of tools for more efficiently understanding and sharing the results of (primarily) regression analyses. There are also a number of miscellaneous functions for statistical and programming purposes. Support for models produced by the survey and lme4 packages are points of emphasis.

Changes in 2.3.1

Bug fixes:

get_data() now returns original data for panelr models when available, improving compatibility with interactions and downstream helpers.

From NEWS.md in the release

Install

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

install.packages("jtools", 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("jacob-long/jtools")

Development version from jacob-long/jtools. 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-jtools

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-jtools

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-jtools

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: 5.8 min · r-release-macos-x86_64

Status changes

OK13 OK2026-08-05
NOTE12 OK, 1 NOTE2026-08-01
OK13 OK2026-06-09
ERROR12 OK, 1 ERROR2026-06-08
OK14 OK2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 2.3.1

READMEYes · 2,541 wordsVignettesYes · 3 · staticNEWSYes · 100% structured · mentions 2.3.1Citation fileYes · cites a publicationWebsiteYes

Cites a JOSS paper

Help pages: 43 (1 internal)
Examples that run: 100%23 run in a plain check (7 of them under a condition)
Exported functions with examples: 53%
Documented parameters: 94%
Return-value docs: 41%
Help pages citing references: 30%

Vignettes (3)

How these are measured

Downloads

263.1K

CRAN downloads in the past year

Rank #889 · ~721/day · ~21.9K/mo

Releases R versions

Daily download trend is not available in this view yet.

17.4K30 days

47.7K90 days

263.1K1 year

Compare downloads with other packages →

Also on1.1K r2u5 autocran2.1K conda_forge101 c2d4u

How downloads are counted

Repository

jacob-long/jtools ↗Account: jacob-long

171Stars

24Forks

21Open issues

2Open PRs

4Releases

1,084Commits

6Commit identities

rsocial-sciencesr-package

License file reads as GPL-3.0 · 1,084 commits · Last activity 2026-01-20 · Discussions: 3 posts

Responsiveness

How these are sampled

PRs merged (all time): 89%
Median days to close, 50 most recently updated closed issues: 295
Median days to close, 50 most recently updated closed PRs: 0

Forks over time

2026-07-14 · 232026-10-04 · 24

How these are measured

PracticesBeta

11 development-tooling and community-health practices detected across 7 families in the upstream repository

Checks run against github.com/jacob-long/jtools on 2026-10-18.

Continuous integration (2)

GitHub ActionsR CMD check workflow

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

Governance and community (3)

Code of conductContributing guideIssue templates

Docs source (2)

README.Rmdpkgdown

Coverage (1)

Coverage reporting

Show all practicesHide 3 practices

Reproducibility and dev environment (1)

data-raw/

CRAN release process (1)

cran-comments.md

Lint, format, editor (1)

VS Code

How this is detected·Detection ruleset v3 (2026-09-26)

Dependencies

Declared dependencies

24 external dependencies (excludes base and recommended)

Installing jtools adds 44 packages (21 with compiled code, 40 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, broom.mixed 4.9 MB.

Depends (1)

R >= 3.6.0

Imports (11)

cli generics broom broom.mixed ggplot2 magrittr pander pkgconfig rlang sandwich tibble

LinkingTo (0)

none

Suggests (16)

boothuxtable kableExtra lme4 lmerTestMASSmethodspbkrtest RColorBrewer scales survey weights knitr rmarkdown testthat vdiffr

Enhances (0)

none

Dependency license breakdown →

Reverse dependencies

7direct

5indirect

Imports 7

Suggested by 3

Depends, Imports or LinkingTo, most downloaded first

interactions panelr bruceR pubh dpm autostats webSDM

Suggests, most downloaded first

afex bsitar sampcompR

How these are counted

Code & Tests

Datasets

People & History

People (1)

Jacob A. Long

Author, Maintainer since 0.4.2 (2017)

Listed in earlier versions (1)

Jacob A.

no longer listed · 0.4.2 to 2.3.1

Releases (29)

Pick two releases to compare their code metrics.

R
R 4.6.0 released · 2026-04-24
2.3.1Latest
record
2026-01-16 · current release · diff ↗
R
R 4.5.0 released · 2025-04-11
2.3.0
record
2024-08-25 · diff ↗ ·
removed 14 exports
tidy.glht, tidy.summary.glht, knit_print.summ.glm, knit_print.summ.lm, knit_print.summ.merMod, knit_print.summ.rq, knit_print.summ.svyglm, glance.summ.lm, glance.summ.glm, glance.summ.svyglm, glance.summ.merMod, glance.summ.rq, tidy.summ, tidy.summ.merMod
R
R 4.4.0 released · 2024-04-24
2.2.2
record
2023-07-11 · diff ↗
R
R 4.3.0 released · 2023-04-21
2.2.1
record
2022-12-02 · diff ↗
2.2.0
record
2022-04-26 · diff ↗ ·
added 1 export
tidy.summ.merMod
R
R 4.2.0 released · 2022-04-22
2.1.4
record
2021-09-03 · diff ↗
R
R 4.1.0 released · 2021-05-18
2.1.3
record
2021-03-12 · diff ↗
2.1.2
record
2021-01-07 · diff ↗
2.1.1
record
2020-11-16 · diff ↗
2.1.0
record
2020-06-23 · diff ↗ ·
added 6 exports
glance.summ.lm, glance.summ.glm, glance.summ.svyglm, glance.summ.merMod, glance.summ.rq, tidy.summ

Show 24 earlier eventsHide 24 earlier events

R
R 4.0.0 released · 2020-04-24
2.0.5
record
2020-04-21 · diff ↗
2.0.3
record
2020-03-21 · diff ↗ ·
added 1 export
get_formula
2.0.2
record
2020-01-24 · diff ↗ ·
removed 6 exports
glance.summ.glm, glance.summ.lm, glance.summ.merMod, glance.summ.rq, glance.summ.svyglm, tidy.summ

added 4 exports
tidy.glht, tidy.summary.glht, glance, tidy
R
R 3.6.0 released · 2019-04-26
2.0.1
record
2019-04-08 · diff ↗ ·
added 2 exports
as_tibble, predict_merMod
2.0.0
record
2019-02-08 · diff ↗ ·
removed 4 exports
glance.sim_slopes, tidy.sim_slopes, as_huxtable.sim_slopes, plot_predictions

added 22 exports
%just%, %just%<-, %nin%, %not%, %not%<-, cat_wrap, get_colors, get_data, get_offset_name, get_response_name, get_robust_se, get_weights, make_new_data, md_table, msg_wrap, num_print, partialize, stop_wrap, theme_nice, warn_wrap, wrap_str, wtd.sd
1.1.1
record
2018-09-23 · diff ↗
1.1.0
record
2018-08-16 · diff ↗ ·
added 7 exports
as_huxtable.sim_slopes, glance.sim_slopes, knit_print.summ.glm, knit_print.summ.lm, knit_print.summ.merMod, knit_print.summ.rq, knit_print.summ.svyglm
1.0.0
record
2018-05-08 · diff ↗ ·
removed 9 exports
GeomLinerangeh, GeomPointrangeh, PositionDodgev, center_lm, draw_key_pointrange_h, draw_key_vpath_h, geom_linerange_h, geom_pointrange_h, position_dodgev

added 15 exports
add_gridlines, add_x_gridlines, add_y_gridlines, center, center_mod, drop_gridlines, drop_x_gridlines, drop_y_gridlines, glance.summ.rq, make_predictions, plot_predictions, scale_mod, set_summ_defaults, standardize, tidy.sim_slopes
R
R 3.5.0 released · 2018-04-23
0.9.4
record
2018-02-13 · diff ↗
0.9.3
record
2018-01-28 · diff ↗
0.9.1
record
2018-01-05 · diff ↗
0.9.0
record
2017-11-12 · diff ↗ ·
added 11 exports
GeomLinerangeh, GeomPointrangeh, PositionDodgev, cat_plot, draw_key_pointrange_h, draw_key_vpath_h, geom_linerange_h, geom_pointrange_h, plot_coefs, plot_summs, position_dodgev
0.8.0
record
2017-10-10 · diff ↗
0.7.3
record
2017-10-02 · diff ↗ ·
added 7 exports
export_summs, glance.summ.glm, glance.summ.lm, glance.summ.merMod, glance.summ.svyglm, summ, tidy.summ
0.7.1
record
2017-09-15 · diff ↗ ·
added 3 exports
effect_plot, pf_sv_test, weights_tests
0.5.0
record
2017-08-09 · diff ↗
0.4.5
record
2017-05-25 · diff ↗
R
R 3.4.0 released · 2017-04-21
0.4.4
record
2017-03-27 · diff ↗ ·
added 1 export
wgttest
0.4.2
record
2017-02-27
R
R 3.3.0 released · 2016-05-03

Package metadata

First published: 2017-02-27
Total releases: 29 / 9 yrs
License: GPL (>= 3) OSI · relicensed from MIT + file LICENSE in 2.2.0
Minimum R: ≥ 3.6.0
Bundled data: 113 KB / 1 file
Download size: 4.6 MB

Cite

Cite this package

Run in R for the authors' entry:

citation("jtools")

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

It points to 10.21105/joss.06610.

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 jtools version 2.3.1 [Data set]. HJJB, LLC. Data release v2026-10-20. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-20, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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