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Provides statistical methods for auditing as implemented in JASP for Audit (Derks et al., 2021 <doi:10.21105/joss.02733>). First, the package makes it easy for an auditor to plan a statistical sample, select the sample from the population, and evaluate the misstatement in the sample compliant with international auditing standards. Second, the package provides statistical methods for auditing data, including tests of digit distributions and repeated values. Finally, the package includes methods for auditing algorithms on the aspect of fairness and bias. Next to classical statistical methodology, the package implements Bayesian equivalents of these methods whose statistical underpinnings are described in Derks et al. (2021) <doi:10.1111/ijau.12240>, Derks et al. (2024) <doi:10.2308/AJPT-2021-086>, and Derks et al. (2022) <doi:10.31234/osf.io/8nf3e>.
Version: | 0.7.2 |
Depends: | R (≥ 3.5.0) |
Imports: | bde (≥ 1.0.1.1), extraDistr (≥ 1.9.1), ggplot2 (≥ 3.4.2), methods, Rcpp (≥ 0.12.0), RcppParallel (≥ 5.0.1), rstan (≥ 2.26.0), rstantools (≥ 2.2.0), stats, truncdist (≥ 1.0-2) |
LinkingTo: | BH (≥ 1.66.0), Rcpp (≥ 0.12.0), RcppEigen (≥ 0.3.3.3.0), RcppParallel (≥ 5.0.1), rstan (≥ 2.26.0), StanHeaders (≥ 2.26.0) |
Suggests: | benford.analysis (≥ 0.1.5), BenfordTests (≥ 1.2.0), BeyondBenford (≥ 1.4), fairness, knitr, MUS (≥ 0.1.6), rmarkdown, samplingbook (≥ 1.2.4), testthat |
Published: | 2024-08-23 |
DOI: | 10.32614/CRAN.package.jfa |
Author: | Koen Derks [aut, cre] |
Maintainer: | Koen Derks <k.derks at nyenrode.nl> |
BugReports: | https://github.com/koenderks/jfa/issues |
License: | GPL (≥ 3) |
URL: | https://koenderks.github.io/jfa/, https://github.com/koenderks/jfa |
NeedsCompilation: | yes |
SystemRequirements: | C++17, GNU make |
Language: | en-US |
Citation: | jfa citation info |
Materials: | README NEWS |
CRAN checks: | jfa results |
Reference manual: | jfa.pdf |
Vignettes: |
Get started with the jfa package (source) |
Package source: | jfa_0.7.2.tar.gz |
Windows binaries: | r-devel: jfa_0.7.2.zip, r-release: jfa_0.7.2.zip, r-oldrel: jfa_0.7.2.zip |
macOS binaries: | r-release (arm64): jfa_0.7.2.tgz, r-oldrel (arm64): jfa_0.7.2.tgz, r-release (x86_64): jfa_0.7.2.tgz, r-oldrel (x86_64): jfa_0.7.2.tgz |
Old sources: | jfa archive |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.