Gender Differences in Structured Risk Assessment:
Comparing the Accuracy of Five Instruments
Jeremy Coid, Min Yang, Simone Ullrich,
and Tianqiang Zhang
Barts and the London School of Medicine and Dentistry, Queen
Mary University of London, Forensic Psychiatry Research Unit
Steve Sizmur
Ministry of Justice (formerly the Home Office),
England and Wales
Colin Roberts
University of Oxford
David P. Farrington
University of Cambridge
Robert D. Rogers
University of Oxford
Structured risk assessment should guide clinical risk management, but it is uncertain which instrument
has the highest predictive accuracy among men and women. In the present study, the authors compared
the Psychopathy Checklist—Revised (PCL–R; R. D. Hare, 1991, 2003); the Historical, Clinical, Risk
Management–20 (HCR-20; C. D. Webster, K. S. Douglas, D. Eaves, & S. D. Hart, 1997); the Risk Matrix
2000 –Violence (RM2000[V]; D. Thornton et al., 2003); the Violence Risk Appraisal Guide (VRAG;
V. L. Quinsey, G. T. Harris, M. E. Rice, & C. A. Cormier, 1998); the Offenders Group Reconviction
Scale (OGRS; J. B. Copas & P. Marshall, 1998; R. Taylor, 1999); and the total previous convictions
among prisoners, prospectively assessed prerelease. The authors compared predischarge measures with
subsequent offending and instruments ranked using multivariate regression. Most instruments demon-
strated significant but moderate predictive ability. The OGRS ranked highest for violence among men,
and the PCL–R and HCR-20 H subscale ranked highest for violence among women. The OGRS and total
previous acquisitive convictions demonstrated greatest accuracy in predicting acquisitive offending
among men and women. Actuarial instruments requiring no training to administer performed as well as
personality assessment and structured risk assessment and were superior among men for violence.
Keywords: risk assessment, gender differences, actuarial instruments
Structured risk-assessment instruments outperform clinical
judgment for the prediction of subsequent violence and sexual
behavior (Grove, Zald, Lebow, Snitz, & Nelson, 2000; Hanson &
Bussiere, 1996; Hanson & Morton-Bourgon, 2004; Hood, Shute,
Feilzer, & Wilcox, 2002; McNeil, Sandberg, & Binder, 1998).
However, most instruments have been standardized on samples of
male prisoners and psychiatric patients. It remains unclear whether
risk-assessment instruments demonstrate acceptable levels of pre-
dictive accuracy for use with female offender populations, and if
so, which instrument should be recommended for routine use, and
for which offending outcomes.
Current lack of knowledge over risk prediction among women
may be partly due to the overrepresentation of men in prisons and
secure hospitals where the development of risk-assessment instru-
ments has been undertaken and where large samples are required
to achieve adequate reliability. It may also be due to the fact that
women offenders reoffend at a lower rate than men, according to
official statistics (Coid, Hickey, Kahtan, Zhang, & Yang, 2007;
Cuppleditch & Evans, 2005; Kershaw, Goodman, & White, 1999).
Furthermore, certain actuarial instruments that have been devel-
oped on mixed sex samples ascribe a negative weighting to female
gender in terms of future risk of offending (Copas & Marshall,
1998). Compared with men, women offenders may not be seen as
a “problem” in terms of future risk to the public.
The majority of studies on risk of violence in women offenders
have been carried out with the Psychopathy Checklist—Revised
(PCL–R; Hare, 1991, 2003) or the Psychopathy Checklist: Screen-
ing Version (PCL:SV; Hart, Cox, & Hare, 1995). It was demon-
Jeremy Coid, Min Yang, Simone Ullrich, and Tianqiang Zhang, Barts
and the London School of Medicine and Dentistry, Queen Mary University
of London, Forensic Psychiatry Research Unit, London, England; Steve
Sizmur, Ministry of Justice (formerly the Home Office), England and
Wales, Westminster, London; Colin Roberts, Centre for Criminology,
University of Oxford, Oxford, England; David P. Farrington, Institute of
Criminology, University of Cambridge, Cambridge, England; Robert D.
Rogers, Department of Psychiatry, University of Oxford.
Steve Sizmur is now at the Picker Institute, Oxford, England.
This study was funded by the Ministry of Justice (formerly the Home
Office), England and Wales.
Correspondence concerning this article should be addressed to Jeremy
Coid, Barts and the London School of Medicine and Dentistry, Queen
Mary University of London, Forensic Psychiatry Research Unit, William
Harvey House, 61 Bartholomew Close, London EC1A 7BE, United King-
dom. E-mail: j.w.coid@qmul.ac.uk
Journal of Consulting and Clinical Psychology © 2009 American Psychological Association
2009, Vol. 77, No. 2, 337–348 0022-006X/09/$12.00 DOI: 10.1037/a0015155
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