compas

This data was used to predict recidivism (whether a criminal will reoffend or
not) in the USA.

datasets

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>.

Koen Derks

Statistical Methods for Auditing

Lotte Mensink

Federica Picogna

compas function

A data frame with 100 rows and 2 variables.<dl>
 <dt>TwoYrRecidivism</dt>
<dd>yes/no for recidivism or no recidivism.</dd> <dt>AgeAboveFourtyFive</dt>
<dd>yes/no for age above 45 years or not</dd> <dt>AgeBelowTwentyFive</dt>
<dd>yes/no for age below 25 years or not</dd> <dt>Gender</dt>
<dd>female/male for gender</dd> <dt>Misdemeanor</dt>
<dd>yes/no for having recorded misdemeanor(s) or not</dd> <dt>Ethnicity</dt>
<dd>Caucasian, African American, Asian, Hispanic, Native American or Other</dd> <dt>Predicted</dt>
<dd>yes/no, predicted values for recidivism</dd>
</dl>

Format

COMPAS Recidivism Prediction — compas

A data frame with 100 rows and 2 variables.<dl>
 <dt>TwoYrRecidivism</dt>
<dd>yes/no for recidivism or no recidivism.</dd>

 <dt>AgeAboveFourtyFive</dt>
<dd>yes/no for age above 45 years or not</dd>

 <dt>AgeBelowTwentyFive</dt>
<dd>yes/no for age below 25 years or not</dd>

 <dt>Gender</dt>
<dd>female/male for gender</dd>

 <dt>Misdemeanor</dt>
<dd>yes/no for having recorded misdemeanor(s) or not</dd>

 <dt>Ethnicity</dt>
<dd>Caucasian, African American, Asian, Hispanic, Native American or Other</dd>

 <dt>Predicted</dt>
<dd>yes/no, predicted values for recidivism</dd>


</dl>

Last chance! 50% off unlimited learning

compas: COMPAS Recidivism Prediction

Description

Usage

Arguments

Format

References

Examples