CITATION.cff

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# CITATION file created with {cffr} R package
# See also: https://docs.ropensci.org/cffr/
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cff-version: 1.2.0
message: 'To cite package "jfa" in publications use:'
type: software
license: GPL-3.0-or-later
title: 'jfa: Statistical Methods for Auditing'
version: 0.7.4
doi: 10.32614/CRAN.package.jfa
identifiers:
- type: doi
  value: 10.32614/CRAN.package.jfa
abstract: Provides statistical methods for auditing as implemented in JASP for Audit
  (Derks et al., 2021 <https://doi.org/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)
  <https://doi.org/10.1111/ijau.12240>, Derks et al. (2024) <https://doi.org/10.2308/AJPT-2021-086>,
  Derks et al. (2022) <https://doi.org/10.31234/osf.io/8nf3e> Derks et al. (2024)
  <https://doi.org/10.31234/osf.io/tgq5z>, and Derks et al. (2025) <https://doi.org/10.31234/osf.io/b8tu2>.
authors:
- family-names: Derks
  given-names: Koen
  email: k.derks@nyenrode.nl
  orcid: https://orcid.org/0000-0002-5533-9349
preferred-citation:
  type: manual
  title: 'jfa: Statistical methods for auditing'
  authors:
  - family-names: Derks
    given-names: Koen
    email: k.derks@nyenrode.nl
    orcid: https://orcid.org/0000-0002-5533-9349
  year: '2025'
  notes: R package version 0.7.4
  url: https://CRAN.R-project.org/package=jfa
  doi: 10.32614/CRAN.package.jfa
repository: https://CRAN.R-project.org/package=jfa
repository-code: https://github.com/koenderks/jfa
url: https://koenderks.github.io/jfa/
date-released: '2025-03-10'
contact:
- family-names: Derks
  given-names: Koen
  email: k.derks@nyenrode.nl
  orcid: https://orcid.org/0000-0002-5533-9349
keywords:
- algorithm-auditing
- audit
- audit-sampling
- bayesian
- data-auditing
- jasp
- jasp-for-audit
- r
- r-package
- rstats
- statistical-audit
- statistics
references:
- type: software
  title: 'R: A Language and Environment for Statistical Computing'
  notes: Depends
  url: https://www.R-project.org/
  authors:
  - name: R Core Team
  institution:
    name: R Foundation for Statistical Computing
    address: Vienna, Austria
  year: '2025'
  version: '>= 3.5.0'
- type: software
  title: bde
  abstract: 'bde: Bounded Density Estimation'
  notes: Imports
  repository: https://CRAN.R-project.org/package=bde
  authors:
  - family-names: Santafe
    given-names: Guzman
  - family-names: Calvo
    given-names: Borja
  - family-names: Perez
    given-names: Aritz
  - family-names: Lozano
    given-names: Jose A.
  year: '2025'
  doi: 10.32614/CRAN.package.bde
  version: '>= 1.0.1.1'
- type: software
  title: extraDistr
  abstract: 'extraDistr: Additional Univariate and Multivariate Distributions'
  notes: Imports
  url: https://github.com/twolodzko/extraDistr
  repository: https://CRAN.R-project.org/package=extraDistr
  authors:
  - family-names: Wolodzko
    given-names: Tymoteusz
  year: '2025'
  doi: 10.32614/CRAN.package.extraDistr
  version: '>= 1.9.1'
- type: software
  title: ggplot2
  abstract: 'ggplot2: Create Elegant Data Visualisations Using the Grammar of Graphics'
  notes: Imports
  url: https://ggplot2.tidyverse.org
  repository: https://CRAN.R-project.org/package=ggplot2
  authors:
  - family-names: Wickham
    given-names: Hadley
    email: hadley@posit.co
    orcid: https://orcid.org/0000-0003-4757-117X
  - family-names: Chang
    given-names: Winston
    orcid: https://orcid.org/0000-0002-1576-2126
  - family-names: Henry
    given-names: Lionel
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    given-names: Thomas Lin
    email: thomas.pedersen@posit.co
    orcid: https://orcid.org/0000-0002-5147-4711
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    given-names: Kohske
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    given-names: Claus
    orcid: https://orcid.org/0000-0002-7470-9261
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    orcid: https://orcid.org/0000-0002-5125-4188
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    name-particle: van den
    orcid: https://orcid.org/0000-0002-9335-7468
  year: '2025'
  doi: 10.32614/CRAN.package.ggplot2
  version: '>= 3.4.2'
- type: software
  title: methods
  abstract: 'R: A Language and Environment for Statistical Computing'
  notes: Imports
  authors:
  - name: R Core Team
  institution:
    name: R Foundation for Statistical Computing
    address: Vienna, Austria
  year: '2025'
- type: software
  title: Rcpp
  abstract: 'Rcpp: Seamless R and C++ Integration'
  notes: Imports
  url: https://www.rcpp.org
  repository: https://CRAN.R-project.org/package=Rcpp
  authors:
  - family-names: Eddelbuettel
    given-names: Dirk
    email: edd@debian.org
    orcid: https://orcid.org/0000-0001-6419-907X
  - family-names: Francois
    given-names: Romain
    orcid: https://orcid.org/0000-0002-2444-4226
  - family-names: Allaire
    given-names: JJ
    orcid: https://orcid.org/0000-0003-0174-9868
  - family-names: Ushey
    given-names: Kevin
    orcid: https://orcid.org/0000-0003-2880-7407
  - family-names: Kou
    given-names: Qiang
    orcid: https://orcid.org/0000-0001-6786-5453
  - family-names: Russell
    given-names: Nathan
  - family-names: Ucar
    given-names: Iñaki
    orcid: https://orcid.org/0000-0001-6403-5550
  - family-names: Bates
    given-names: Doug
    orcid: https://orcid.org/0000-0001-8316-9503
  - family-names: Chambers
    given-names: John
  year: '2025'
  doi: 10.32614/CRAN.package.Rcpp
  version: '>= 0.12.0'
- type: software
  title: RcppParallel
  abstract: 'RcppParallel: Parallel Programming Tools for ''Rcpp'''
  notes: Imports
  url: https://rcppcore.github.io/RcppParallel/
  repository: https://CRAN.R-project.org/package=RcppParallel
  authors:
  - family-names: Allaire
    given-names: JJ
    email: jj@rstudio.com
  - family-names: Francois
    given-names: Romain
  - family-names: Ushey
    given-names: Kevin
    email: kevin@rstudio.com
  - family-names: Vandenbrouck
    given-names: Gregory
  - family-names: Geelnard
    given-names: Marcus
    website: https://tinythreadpp.bitsnbites.eu/
  - name: Intel
    website: https://www.threadingbuildingblocks.org/
  year: '2025'
  doi: 10.32614/CRAN.package.RcppParallel
  version: '>= 5.0.1'
- type: software
  title: rstan
  abstract: 'rstan: R Interface to Stan'
  notes: Imports
  url: https://mc-stan.org/rstan/
  repository: https://CRAN.R-project.org/package=rstan
  authors:
  - family-names: Guo
    given-names: Jiqiang
    email: guojq28@gmail.com
  - family-names: Gabry
    given-names: Jonah
    email: jsg2201@columbia.edu
  - family-names: Goodrich
    given-names: Ben
    email: benjamin.goodrich@columbia.edu
  - family-names: Johnson
    given-names: Andrew
    email: andrew.johnson@arjohnsonau.com
  - family-names: Weber
    given-names: Sebastian
    email: sdw.post@waebers.de
  - family-names: Badr
    given-names: Hamada S.
    email: badr@jhu.edu
    orcid: https://orcid.org/0000-0002-9808-2344
  year: '2025'
  doi: 10.32614/CRAN.package.rstan
  version: '>= 2.26.0'
- type: software
  title: rstantools
  abstract: 'rstantools: Tools for Developing R Packages Interfacing with ''Stan'''
  notes: Imports
  url: https://mc-stan.org/rstantools/
  repository: https://CRAN.R-project.org/package=rstantools
  authors:
  - family-names: Gabry
    given-names: Jonah
    email: jsg2201@columbia.edu
  - family-names: Goodrich
    given-names: Ben
    email: benjamin.goodrich@columbia.edu
  - family-names: Lysy
    given-names: Martin
    email: mlysy@uwaterloo.ca
  - family-names: Johnson
    given-names: Andrew
  year: '2025'
  doi: 10.32614/CRAN.package.rstantools
  version: '>= 2.2.0'
- type: software
  title: stats
  abstract: 'R: A Language and Environment for Statistical Computing'
  notes: Imports
  authors:
  - name: R Core Team
  institution:
    name: R Foundation for Statistical Computing
    address: Vienna, Austria
  year: '2025'
- type: software
  title: truncdist
  abstract: 'truncdist: Truncated Random Variables'
  notes: Imports
  repository: https://CRAN.R-project.org/package=truncdist
  authors:
  - family-names: Novomestky
    given-names: Frederick
    email: fn334@nyu.edu
  - family-names: Nadarajah
    given-names: Saralees
    email: saralees.nadarajah@manchester.ac.uk
  year: '2025'
  doi: 10.32614/CRAN.package.truncdist
  version: '>= 1.0-2'
- type: software
  title: benford.analysis
  abstract: 'benford.analysis: Benford Analysis for Data Validation and Forensic Analytics'
  notes: Suggests
  url: https://github.com/carloscinelli/benford.analysis
  repository: https://CRAN.R-project.org/package=benford.analysis
  authors:
  - family-names: Cinelli
    given-names: Carlos
  year: '2025'
  doi: 10.32614/CRAN.package.benford.analysis
  version: '>= 0.1.5'
- type: software
  title: BenfordTests
  abstract: 'BenfordTests: Statistical Tests for Evaluating Conformity to Benford''s
    Law'
  notes: Suggests
  url: https://cran.r-project.org/package=BenfordTests
  repository: https://CRAN.R-project.org/package=BenfordTests
  authors:
  - family-names: Joenssen
    given-names: Dieter William
    email: Dieter.Joenssen@googlemail.com
  year: '2025'
  doi: 10.32614/CRAN.package.BenfordTests
  version: '>= 1.2.0'
- type: software
  title: BeyondBenford
  abstract: 'BeyondBenford: Compare the Goodness of Fit of Benford''s and Blondeau
    Da Silva''s Digit Distributions to a Given Dataset'
  notes: Suggests
  repository: https://CRAN.R-project.org/package=BeyondBenford
  authors:
  - family-names: Stephane
    given-names: Blondeau Da Silva
  year: '2025'
  doi: 10.32614/CRAN.package.BeyondBenford
  version: '>= 1.4'
- type: software
  title: fairness
  abstract: 'fairness: Algorithmic Fairness Metrics'
  notes: Suggests
  url: https://kozodoi.me/r/fairness/packages/2020/05/01/fairness-tutorial.html
  repository: https://CRAN.R-project.org/package=fairness
  authors:
  - family-names: Kozodoi
    given-names: Nikita
    email: n.kozodoi@icloud.com
  - family-names: V. Varga
    given-names: Tibor
    email: tirgit@hotmail.com
    orcid: https://orcid.org/0000-0002-2383-699X
  year: '2025'
  doi: 10.32614/CRAN.package.fairness
- type: software
  title: knitr
  abstract: 'knitr: A General-Purpose Package for Dynamic Report Generation in R'
  notes: Suggests
  url: https://yihui.org/knitr/
  repository: https://CRAN.R-project.org/package=knitr
  authors:
  - family-names: Xie
    given-names: Yihui
    email: xie@yihui.name
    orcid: https://orcid.org/0000-0003-0645-5666
  year: '2025'
  doi: 10.32614/CRAN.package.knitr
- type: software
  title: MUS
  abstract: 'MUS: Monetary Unit Sampling and Estimation Methods, Widely Used in Auditing'
  notes: Suggests
  url: https://github.com/alsguimaraes/MUS
  repository: https://CRAN.R-project.org/package=MUS
  authors:
  - family-names: Prömpers
    given-names: Henning
  - family-names: Guimarães
    given-names: André
  year: '2025'
  doi: 10.32614/CRAN.package.MUS
  version: '>= 0.1.6'
- type: software
  title: rmarkdown
  abstract: 'rmarkdown: Dynamic Documents for R'
  notes: Suggests
  url: https://pkgs.rstudio.com/rmarkdown/
  repository: https://CRAN.R-project.org/package=rmarkdown
  authors:
  - family-names: Allaire
    given-names: JJ
    email: jj@posit.co
  - family-names: Xie
    given-names: Yihui
    email: xie@yihui.name
    orcid: https://orcid.org/0000-0003-0645-5666
  - family-names: Dervieux
    given-names: Christophe
    email: cderv@posit.co
    orcid: https://orcid.org/0000-0003-4474-2498
  - family-names: McPherson
    given-names: Jonathan
    email: jonathan@posit.co
  - family-names: Luraschi
    given-names: Javier
  - family-names: Ushey
    given-names: Kevin
    email: kevin@posit.co
  - family-names: Atkins
    given-names: Aron
    email: aron@posit.co
  - family-names: Wickham
    given-names: Hadley
    email: hadley@posit.co
  - family-names: Cheng
    given-names: Joe
    email: joe@posit.co
  - family-names: Chang
    given-names: Winston
    email: winston@posit.co
  - family-names: Iannone
    given-names: Richard
    email: rich@posit.co
    orcid: https://orcid.org/0000-0003-3925-190X
  year: '2025'
  doi: 10.32614/CRAN.package.rmarkdown
- type: software
  title: samplingbook
  abstract: 'samplingbook: Survey Sampling Procedures'
  notes: Suggests
  url: https://www.samplingbook.manitz.org
  repository: https://CRAN.R-project.org/package=samplingbook
  authors:
  - family-names: Manitz
    given-names: Juliane
  - family-names: Hempelmann
    given-names: Mark
  - family-names: Kauermann
    given-names: Goeran
  - family-names: Kuechenhoff
    given-names: Helmut
  - family-names: Shao
    given-names: Shuai
  - family-names: Oberhauser
    given-names: Cornelia
  - family-names: Westerheide
    given-names: Nina
  - family-names: Wiesenfarth
    given-names: Manuel
  year: '2025'
  doi: 10.32614/CRAN.package.samplingbook
  version: '>= 1.2.4'
- type: software
  title: testthat
  abstract: 'testthat: Unit Testing for R'
  notes: Suggests
  url: https://testthat.r-lib.org
  repository: https://CRAN.R-project.org/package=testthat
  authors:
  - family-names: Wickham
    given-names: Hadley
    email: hadley@posit.co
  year: '2025'
  doi: 10.32614/CRAN.package.testthat
- type: software
  title: BH
  abstract: 'BH: Boost C++ Header Files'
  notes: LinkingTo
  url: https://dirk.eddelbuettel.com/code/bh.html
  repository: https://CRAN.R-project.org/package=BH
  authors:
  - family-names: Eddelbuettel
    given-names: Dirk
    email: edd@debian.org
    orcid: https://orcid.org/0000-0001-6419-907X
  - family-names: Emerson
    given-names: John W.
  - family-names: Kane
    given-names: Michael J.
    orcid: https://orcid.org/0000-0003-1899-6662
  year: '2025'
  doi: 10.32614/CRAN.package.BH
  version: '>= 1.66.0'
- type: software
  title: RcppEigen
  abstract: 'RcppEigen: ''Rcpp'' Integration for the ''Eigen'' Templated Linear Algebra
    Library'
  notes: LinkingTo
  url: https://dirk.eddelbuettel.com/code/rcpp.eigen.html
  repository: https://CRAN.R-project.org/package=RcppEigen
  authors:
  - family-names: Bates
    given-names: Doug
    orcid: https://orcid.org/0000-0001-8316-9503
  - family-names: Eddelbuettel
    given-names: Dirk
    email: edd@debian.org
    orcid: https://orcid.org/0000-0001-6419-907X
  - family-names: Francois
    given-names: Romain
    orcid: https://orcid.org/0000-0002-2444-4226
  - family-names: Qiu
    given-names: Yixuan
    orcid: https://orcid.org/0000-0003-0109-6692
  year: '2025'
  doi: 10.32614/CRAN.package.RcppEigen
  version: '>= 0.3.3.3.0'
- type: software
  title: StanHeaders
  abstract: 'StanHeaders: C++ Header Files for Stan'
  notes: LinkingTo
  url: https://mc-stan.org/
  repository: https://CRAN.R-project.org/package=StanHeaders
  authors:
  - family-names: Goodrich
    given-names: Ben
    email: benjamin.goodrich@columbia.edu
  - family-names: Gelman
    given-names: Andrew
  - family-names: Carpenter
    given-names: Bob
  - family-names: Hoffman
    given-names: Matt
  - family-names: Lee
    given-names: Daniel
  - family-names: Betancourt
    given-names: Michael
  - family-names: Brubaker
    given-names: Marcus
  - family-names: Guo
    given-names: Jiqiang
  - family-names: Li
    given-names: Peter
  - family-names: Riddell
    given-names: Allen
  - family-names: Inacio
    given-names: Marco
  - family-names: Morris
    given-names: Mitzi
  - family-names: Arnold
    given-names: Jeffrey
  - family-names: Goedman
    given-names: Rob
  - family-names: Lau
    given-names: Brian
  - family-names: Trangucci
    given-names: Rob
  - family-names: Gabry
    given-names: Jonah
  - family-names: Kucukelbir
    given-names: Alp
  - family-names: Grant
    given-names: Robert
  - family-names: Tran
    given-names: Dustin
  - family-names: Malecki
    given-names: Michael
  - family-names: Gao
    given-names: Yuanjun
  - family-names: Badr
    given-names: Hamada S.
    email: badr@jhu.edu
    orcid: https://orcid.org/0000-0002-9808-2344
  year: '2025'
  doi: 10.32614/CRAN.package.StanHeaders
  version: '>= 2.26.0'