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jfa: Statistical Methods for Auditing

jfa is an R package that provides statistical methods for auditing. The package includes functions for planning, performing, and evaluating audit samples compliant with international auditing standards, as well as functions for auditing data, such as testing the distribution of leading digits against Benford's law, and functions for auditing algorithms with respect to fairness. In addition to offering classical (frequentist) methods, jfa also provides a straightforward implementation of their Bayesian counterparts.

The functionality of the jfa package and its intended workflow are implemented with a graphical user interface in the Audit module of JASP, a free and open-source software program for statistical analyses.


Resources

Installation

Latest Release

The most recent jfa release can be installed from CRAN via:

install.packages("jfa")

Development Version

To install the development version from GitHub, first make sure that you can install the rstan package and C++ toolchain by following these instructions. Once rstan is successfully installed, you can install jfa from GitHub using the remotes package by executing the following command in R:

# install.packages("remotes")
remotes::install_github("koenderks/jfa", INSTALL_opts = "--no-multiarch")

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Version

Install

install.packages('jfa')

Monthly Downloads

670

Version

0.7.1

License

GPL (>= 3)

Issues

Pull Requests

Stars

Forks

Maintainer

Koen Derks

Last Published

March 7th, 2024

Functions in jfa (0.7.1)

model_fairness

Algorithm Auditing: Fairness Metrics and Parity
planning

Audit Sampling: Planning
jfa-package

jfa --- Statistical Methods for Auditing
repeated_test

Data Auditing: Repeated Values Test
selection

Audit Sampling: Selection
sinoForest

Sino Forest Corporation's Financial Statements.
retailer

Retailer Group Audit
sanitizer

Factory Workers' use of Hand Sanitizer
benchmark

Benchmark Analysis of Sales Versus Cost of Sales
carrier

Carrier Company Financial Statements
allowances

Legitimacy Audit
BuildIt

BuildIt Construction Financial Statements
compas

COMPAS Recidivism Prediction
jfa-methods

Methods for jfa objects
digit_test

Data Auditing: Digit Distribution Test
evaluation

Audit Sampling: Evaluation
accounts

Accounts Receivable
auditPrior

Audit Sampling: Prior Distributions