EVALUATING THE PREDICTIVE VALIDITY OF THE COMPAS RISK AND NEEDS ASSESSMENT SYSTEM

被引:184
作者
Brennan, Tim
Dieterich, William
Ehret, Beate
机构
[1] Northpointe Institute, Public Management Inc
关键词
COMPAS; predictive validity; survival analysis; risk assessment; probation; area under the curve (AUC); criminogenic needs; LSI-R; CLASSIFICATION; VIOLENCE; RECIDIVISM; VALIDATION; FAMILY; ISSUES;
D O I
10.1177/0093854808326545
中图分类号
B849 [应用心理学];
学科分类号
040203 ;
摘要
This study examines the statistical validation of a recently developed, fourth-generation (4G) risk-need assessment system (Correctional Offender Management Profiling for Alternative Sanctions; COMPAS) that incorporates a range of theoretically relevant criminogenic factors and key factors emerging from meta-analytic studies of recidivism. COMPAS's automated scoring provides decision support for correctional agencies for placement decisions, offender management, and treatment planning. The article describes the basic features of COMPAS and then examines the predictive validity of the COMPAS risk scales by fitting Cox proportional hazards models to recidivism outcomes in a sample of presentence investigation and probation intake cases (N = 2,328). Results indicate that the predictive validities for the COMPAS recidivism risk model, as assessed by the area under the receiver operating characteristic curve (AUC), equal or exceed similar 4G instruments. The AUCs ranged from .66 to .80 for diverse offender subpopulations across three outcome criteria, with a majority of these exceeding .70.
引用
收藏
页码:21 / 40
页数:20
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