Package: jfa 0.7.3
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> and Derks et al. (2024) <doi:10.31234/osf.io/tgq5z>.
Authors:
jfa_0.7.3.tar.gz
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jfa_0.7.3.tgz(r-4.4-x86_64)jfa_0.7.3.tgz(r-4.4-arm64)jfa_0.7.3.tgz(r-4.3-x86_64)jfa_0.7.3.tgz(r-4.3-arm64)
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jfa.pdf |jfa.html✨
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
- BuildIt - BuildIt Construction Financial Statements
- accounts - Accounts Receivable
- allowances - Legitimacy Audit
- benchmark - Benchmark Analysis of Sales Versus Cost of Sales
- 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.
algorithm-auditingauditaudit-samplingbayesiandata-auditingjaspjasp-for-auditstatistical-auditstatistics
Last updated 7 days agofrom:20fffcedfe. Checks:OK: 1 NOTE: 8. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Nov 15 2024 |
R-4.5-win-x86_64 | NOTE | Nov 15 2024 |
R-4.5-linux-x86_64 | NOTE | Nov 15 2024 |
R-4.4-win-x86_64 | NOTE | Nov 15 2024 |
R-4.4-mac-x86_64 | NOTE | Nov 15 2024 |
R-4.4-mac-aarch64 | NOTE | Nov 15 2024 |
R-4.3-win-x86_64 | NOTE | Nov 15 2024 |
R-4.3-mac-x86_64 | NOTE | Nov 15 2024 |
R-4.3-mac-aarch64 | NOTE | Nov 15 2024 |
Exports:auditPriordigit_testevaluationfairness_selectionmodel_fairnessplanningrepeated_testselection
Dependencies:abindbackportsbase64encbdeBHbslibcachemcallrcheckmateclicolorspacecommonmarkcrayondescdigestdistributionalevdextraDistrfansifarverfastmapfontawesomefsgenericsggplot2gluegridExtragtablehtmltoolshttpuvinlineisobandjquerylibjsonlitelabelinglaterlatticelifecycleloomagrittrMASSMatrixmatrixStatsmemoisemgcvmimemunsellnlmenumDerivpillarpkgbuildpkgconfigposteriorprocessxpromisespsQuickJSRR6rappdirsRColorBrewerRcppRcppEigenRcppParallelrlangrstanrstantoolssassscalesshinysourcetoolsStanHeaderstensorAtibbletruncdistutf8vctrsviridisLitewithrxtable
Readme and manuals
Help Manual
Help page | Topics |
---|---|
jfa - Statistical Methods for Auditing | jfa-package jfa |
Accounts Receivable | accounts |
Legitimacy Audit | allowances |
Audit Sampling: Prior Distributions | auditPrior |
Benchmark Analysis of Sales Versus Cost of Sales | benchmark |
BuildIt Construction Financial Statements | BuildIt |
Carrier Company Financial Statements | carrier |
COMPAS Recidivism Prediction | compas |
Data Auditing: Digit Distribution Test | digit_test |
Audit Sampling: Evaluation | evaluation |
Algorithm Auditing: Fairness Measures Selection | fairness_selection |
Methods for jfa objects | jfa-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 Parity | model_fairness |
Audit Sampling: Planning | planning |
Data Auditing: Repeated Values Test | repeated_test |
Retailer Group Audit | retailer |
Factory Workers' use of Hand Sanitizer | sanitizer |
Audit Sampling: Selection | selection |
Sino Forest Corporation's Financial Statements. | sinoForest |