About the Data and Extensions¶
Data Description
age
: defendant’s agec_charge_degree
: degree charged (Misdemeanor of Felony)race
: defendant’s raceage_cat
: defendant’s age quantized in “less than 25”, “25-45”, or “over 45”score_text
: COMPAS score: ‘low’(1 to 5), ‘medium’ (5 to 7), and ‘high’ (8 to 10).sex
: defendant’s genderpriors_count
: number of prior chargesdays_b_screening_arrest
: number of days between charge date and arrest where defendant was screened for compas scoredecile_score
: COMPAS score from 1 to 10 (low risk to high risk)is_recid
: if the defendant recidivizedtwo_year_recid
: if the defendant within two yearsc_jail_in
: date defendant was imprisonedc_jail_out
: date defendant was released from jaillength_of_stay
: length of jail stay
Extensions¶
Another interesting fairness analysis might be to consider group outcomes by gender or age. In fact, a 2017 appeal to the US Supreme Court challenged the role of gender in determining COMPAS scores.