R Observatory: Metrics for aihuman version 1.0.1

Balamuta, James Joseph

doi:10.5281/zenodo.21843040

aihuman

1.0.1Package record

Experimental Evaluation of Algorithm-Assisted Human Decision-Making

0packages depend

6.9Kdownloads / year

–test coverage

13/13flavors OK

Overview

About

Maintained by Sooahn ShinCRAN page ↗GitHub ↗Issues ↗

Provides statistical methods for analyzing experimental evaluation of the causal impacts of algorithmic recommendations on human decisions developed by Imai, Jiang, Greiner, Halen, and Shin (2023) doi:10.1093/jrsssa/qnad010 and Ben-Michael, Greiner, Huang, Imai, Jiang, and Shin (2024) doi:10.48550/arXiv.2403.12108. The data used for this paper, and made available here, are interim, based on only half of the observations in the study and (for those observations) only half of the study follow-up period. We use them only to illustrate methods, not to draw substantive conclusions.

Changes in 1.0.1

Minor update: updated compute_bounds_aipw() function to allow for a single treatment group (i.e., Z = 1 or Z = 0).

From NEWS.md in the release

Install

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

install.packages("aihuman", 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("sooahnshin/aihuman")

Development version from sooahnshin/aihuman. 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-aihuman

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-aihuman

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-aihuman

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: 9.8 min · r-oldrel-windows-x86_64

Status changes

OK13 OK2026-09-08
ERROR12 OK, 1 ERROR2026-09-07
OK13 OK2026-08-05
NOTE12 OK, 1 NOTE2026-08-01
OK13 OK2026-05-02

Show 3 earlier changesHide 3 earlier changes

NOTE12 OK, 2 NOTE2026-04-22
ERROR11 OK, 2 NOTE, 1 ERROR2026-04-18
NOTE12 OK, 2 NOTE2026-03-10

Advisories

none known

How this is measured·How advisories are found

Documentation

In release 1.0.1

READMEYes · 813 wordsVignettesYes · 2 · dynamicNEWSYes · 100% structured · mentions 1.0.1Citation fileYes · cites a publicationWebsitenot declared in DESCRIPTION

Help pages: 69 (12 internal)includes a package overview page
Examples that run: 59%27 run in a plain check · 19 only when donttest examples are enabled (R CMD check --as-cran)
Exported functions with examples: 97%
Documented parameters: 99%
Return-value docs: 100%
Help pages citing references: 10%

Vignettes (2)

aihuman HTML
ability HTML

How these are measured

Downloads

6.9K

CRAN downloads in the past year

Rank #6,192 · ~19/day · ~578/mo

Releases R versions

Daily download trend is not available in this view yet.

45030 days

1.3K90 days

6.9K1 year

Compare downloads with other packages →

Also on376 r2u47 autocran

How downloads are counted

Repository

sooahnshin/aihuman ↗Account: sooahnshin

2Stars

1Forks

0Open issues

0Open PRs

0Releases

46Commits

1Commit identities

46 commits · Last activity 2025-05-07

Responsiveness

How these are sampled

PRs merged (all time): 100%
Median days to close, 50 most recently updated closed issues: not measured
Median days to close, 50 most recently updated closed PRs: 0

Stars over time

2024-10-07 · 22026-07-07 · 2

How these are measured

PracticesBeta

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

Checks run against github.com/sooahnshin/aihuman on 2026-10-11.

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 (1)

README.Rmd

Reproducibility and dev environment (1)

data-raw/

CRAN release process (1)

cran-comments.md

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

Dependencies

Declared dependencies

21 external dependencies (excludes base and recommended)

Installing aihuman adds 63 packages (36 with compiled code, 60 MB of source tarballs). Heaviest: stringi 11 MB, sf 9.3 MB, ggplot2 6.0 MB.

Depends (1)

R >= 4.1.0

Imports (19)

Rcpp codastatsmagrittr purrr abind foreachparalleldoParallel ggplot2 dplyr tidyr metRMASSGLMMadaptive gbm tidyselect stringr forcats

LinkingTo (3)

Rcpp RcppArmadillo RcppEigen

Suggests (2)

knitr rmarkdown

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 (3)

Sooahn Shin

Author, Maintainer since 0.1.0 (2023)

Kosuke Imai

Author

Zhichao Jiang

Author

Releases (3)

Pick two releases to compare their code metrics.

R
R 4.6.0 released · 2026-04-24
1.0.1Latest
record
2025-05-07 · current release · diff ↗
R
R 4.5.0 released · 2025-04-11
1.0.0
record
2025-01-09 · diff ↗ ·
added 3 exports
compute_nuisance_functions, compute_nuisance_functions_ai, g_legend
R
R 4.4.0 released · 2024-04-24
R
R 4.3.0 released · 2023-04-21
0.1.0
record
2023-03-02
R
R 4.2.0 released · 2022-04-22

Package metadata

First published: 2023-03-02
Total releases: 3 / 3 yrs
License: GPL (>= 2) OSI
Minimum R: ≥ 4.1.0
Bundled data: 34 KB / 8 files
Download size: 1.2 MB

Cite

Cite this package

Run in R for the authors' entry:

citation("aihuman")

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

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 aihuman version 1.0.1 [Data set]. HJJB, LLC. Data release v2026-10-19. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-19, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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