Package: jfa 0.7.4

jfa: Statistical Methods for Auditing

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>, Derks et al. (2022) <doi:10.31234/osf.io/8nf3e> Derks et al. (2024) <doi:10.31234/osf.io/tgq5z>, and Derks et al. (2025) <doi:10.31234/osf.io/b8tu2>.

Authors:Koen Derks [aut, cre], Lotte Mensink [ctb], Federica Picogna [ctb]

jfa_0.7.4.tar.gz
jfa_0.7.4.zip(r-4.7)jfa_0.7.4.zip(r-4.6)jfa_0.7.4.zip(r-4.5)
jfa_0.7.4.tgz(r-4.6-x86_64)jfa_0.7.4.tgz(r-4.6-arm64)jfa_0.7.4.tgz(r-4.5-x86_64)jfa_0.7.4.tgz(r-4.5-arm64)
jfa_0.7.4.tar.gz(r-4.7-arm64)jfa_0.7.4.tar.gz(r-4.7-x86_64)jfa_0.7.4.tar.gz(r-4.6-arm64)jfa_0.7.4.tar.gz(r-4.6-x86_64)
manual.pdf |manual.html
card.svg |card.png
jfa/json (API)
NEWS

# Install 'jfa' in R:
install.packages('jfa', repos = c('https://koenderks.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/koenderks/jfa/issues

Pkgdown/docs site:https://koenderks.github.io

Uses libs:
  • c++– GNU Standard C++ Library v3
Datasets:
  • accounts - Accounts Receivable
  • allowances - Legitimacy Audit
  • benchmark - Benchmark Analysis of Sales Versus Cost of Sales
  • BuildIt - BuildIt Construction Financial Statements
  • carrier - Carrier Company Financial Statements
  • compas - COMPAS Recidivism Prediction
  • retailer - Retailer Group Audit
  • sanitizer - Factory Workers' use of Hand Sanitizer
  • sinoForest - Sino Forest Corporation's Financial Statements.

On CRAN:

Conda:

algorithm-auditingauditaudit-samplingbayesiandata-auditingjaspjasp-for-auditstatistical-auditstatisticscpp

6.13 score 8 stars 17 scripts 302 downloads 8 exports 74 dependencies

Last updated from:f64948adc1. Checks:11 NOTE, 1 OK, 1 FAIL. Indexed: yes.

TargetResultTimeFilesSyslog
linux-devel-arm64NOTE459
linux-devel-x86_64NOTE467
source / vignettesOK700
linux-release-arm64NOTE446
linux-release-x86_64NOTE483
macos-release-arm64NOTE246
macos-release-x86_64NOTE674
macos-oldrel-arm64NOTE626
macos-oldrel-x86_64NOTE664
windows-develNOTE808
windows-releaseNOTE626
windows-oldrelNOTE568
wasm-releaseFAIL187

Exports:auditPriordigit_testevaluationfairness_selectionmodel_fairnessplanningrepeated_testselection

Dependencies:abindbackportsbase64encbdeBHbslibcachemcallrcheckmateclicommonmarkcpp11descdigestdistributionalevdextraDistrfarverfastmapfontawesomefsgenericsggplot2gluegridExtragtablehtmltoolshttpuvinlineisobandjquerylibjsonlitelabelinglaterlifecycleloomagrittrmatrixStatsmemoisemimenumDerivotelpillarpkgbuildpkgconfigposteriorprocessxpromisespsQuickJSRR6rappdirsRColorBrewerRcppRcppArmadilloRcppEigenRcppParallelrlangrstanrstantoolsS7sassscalesshinysourcetoolsStanHeaderstensorAtibbletruncdistutf8vctrsviridisLitewithrxtable

Get started with the jfa package

Rendered fromjfa.Rmdusingknitr::rmarkdownon May 21 2026.

Last update: 2024-03-07
Started: 2020-11-19

Readme and manuals

Help Manual

Help pageTopics
jfa - Statistical Methods for Auditingjfa-package jfa
Accounts Receivableaccounts
Legitimacy Auditallowances
Audit Sampling: Prior DistributionsauditPrior
Benchmark Analysis of Sales Versus Cost of Salesbenchmark
BuildIt Construction Financial StatementsBuildIt
Carrier Company Financial Statementscarrier
COMPAS Recidivism Predictioncompas
Data Auditing: Digit Distribution Testdigit_test
Audit Sampling: Evaluationevaluation
Algorithm Auditing: Fairness Measures Selectionfairness_selection
Methods for jfa objectsjfa-methods plot.jfaDistr plot.jfaEvaluation plot.jfaFairness plot.jfaFairnessSelection plot.jfaPlanning plot.jfaPosterior plot.jfaPredict plot.jfaPrior plot.jfaRv predict.jfaPosterior predict.jfaPrior print.jfaDistr print.jfaEvaluation print.jfaFairness print.jfaFairnessSelection print.jfaPlanning print.jfaPosterior print.jfaPredict print.jfaPrior print.jfaRv print.jfaSelection print.summary.jfaDistr print.summary.jfaEvaluation print.summary.jfaFairness print.summary.jfaPlanning print.summary.jfaPosterior print.summary.jfaPrior print.summary.jfaSelection summary.jfaDistr summary.jfaEvaluation summary.jfaFairness summary.jfaPlanning summary.jfaPosterior summary.jfaPrior summary.jfaSelection
Algorithm Auditing: Fairness Metrics and Paritymodel_fairness
Audit Sampling: Planningplanning
Data Auditing: Repeated Values Testrepeated_test
Retailer Group Auditretailer
Factory Workers' use of Hand Sanitizersanitizer
Audit Sampling: Selectionselection
Sino Forest Corporation's Financial Statements.sinoForest