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Get started with the jfa package

Koen Derks

Introduction

Welcome to the ‘Get started’ page of thejfapackage.jfa is an R package that provides Bayesian andclassical statistical methods for audit sampling, data auditing, andalgorithm auditing. This page points you to the vignettes accompanyingeach of these three subjects.

Audit sampling

Firstly,jfa facilitates statistical audit sampling.That is, the package provides functions for planning, performing, andevaluating an audit sample compliant with international standards onauditing.

Data auditing

Secondly,jfa facilitates statistical data auditing.That is, the package includes functions for auditing data, such astesting the distribution of first digits of a data set against Benford’slaw, or assessing whether a data set includes an unusual amount ofrepeated values.

Algorithm auditing

Finally,jfa facilitates statistical algorithmauditing. That is, the package implements functions for auditingalgorithms, such as computing fairness metrics and testing the equalityof parity metrics across protected groups.


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