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Copyright © 2012 Pearson Canada Inc. 10 -1
Chapter 10
Risk Assessment
Copyright © 2012 Pearson Canada Inc. 10 -2
Learning Objectives
• Define the components of risk assessment
• List what role risk assessment play in Canada
• Describe the types of correct and incorrect risk predictions
• Differentiate among static, stable, and acute dynamic risk factors
Copyright © 2012 Pearson Canada Inc. 10 -3
Learning Objectives
• Describe unstructured clinical judgment, actuarial prediction, and structured professional judgment
• List the four major types of risk factors
Copyright © 2012 Pearson Canada Inc. 10 -4
What is Risk Assessment?
• Risk is viewed as a range (Steadman, 2000)– Probabilities change across time– Interaction among offender
characteristics and situation• Risk assessment has 2 components:
– Prediction– Management
Copyright © 2012 Pearson Canada Inc. 10 -5
Risk Assessments: Civil Settings
• Civil commitment
• Child protection
• Immigration laws
• School and labour regulations
• Duty to warn
• Limits of confidentiality
Copyright © 2012 Pearson Canada Inc. 10 -6
Risk Assessments: Criminal Settings
• Risk assessments conducted at major decision points:– Pretrial– Sentencing– Release
• Public safety outweighs solicitor-client privilege (Smith v. Jones, 1999)
Copyright © 2012 Pearson Canada Inc. 10 -7
Types of Prediction Outcomes
• True Positive • True Negative• False Positive • False Negative
– Two types of errors are dependent on each other
– Each outcome has different consequences for offender or society
Copyright © 2012 Pearson Canada Inc. 10 -8
Predictions: Decisions Versus Outcomes
DECISIONReoffends Does not
reoffend
Predicted to reoffend
True positive
(correct)
False positive
(incorrect)
Predicted to not reoffend
False negative
(incorrect)
True negative (correct)
OUTCOME
Copyright © 2012 Pearson Canada Inc. 10 -9
History of Risk Assessment
• 1960’s– Baxstrom v. Herald (1966)– Dixon v. Attorney General of the
Commonwealth of Pennsylvania (1971)
• Baxstrom and Dixon studies– Base rate for violence low– False positive rate high
Copyright © 2012 Pearson Canada Inc. 10 -10
Base Rates
• Represents the % of people within a given population who commit a criminal or violent act– Prediction difficult when base rates are
too high or low– False positives tend to occur with low
base rates• Easier to predict frequent vs. infrequent
events
Copyright © 2012 Pearson Canada Inc. 10 -11
Methodological Issues
• Assumptions of risk assessment and measurement– Ideal evaluation vs. reality
• Three weaknesses of research (Monahan & Steadman, 1994):– Limited number of risk factors– How criterion variable is measured– How criterion variable is defined
Copyright © 2012 Pearson Canada Inc. 10 -12
Judgment Error and Biases
• Heuristics
• Illusory correlation
• Ignore base rates
• Reliance on salient or unique cues
• Overconfidence in judgements
Copyright © 2012 Pearson Canada Inc. 10 -13
Unstructured Clinical Judgment
• Decisions characterized by professional discretion and lack of guidelines
• Subjective
• No specific risk factors
• No rules about how risk decisions should be made
Copyright © 2012 Pearson Canada Inc. 10 -14
Dr. James Grigson
• Nicknamed “Dr. Death” or “the hanging shrink”
• Forensic psychiatrist in Dallas– Used unstructured clinical judgment– Expelled from professional association
for claims of 100% accuracy in predicting violence
Copyright © 2012 Pearson Canada Inc. 10 -15
Actuarial Prediction
• Decisions based on risk factors that are selected and combined based on empirical or statistical evidence
• Most actuarial risk instruments include only static risk factors
• Evidence favours actuarial assessments over unstructured clinical judgment
Copyright © 2012 Pearson Canada Inc. 10 -16
Structured Professional Judgment
• Decisions guided by predetermined list of risk factors derived from research literature
• Judgment of risk level is based on professional judgement
• Diverse group of professionals
Copyright © 2012 Pearson Canada Inc. 10 -17
Risk Factor: Definition
• Risk Factor – measurable feature of an individual that predicts the behaviour of interest (e.g., criminal behaviour or violence)
Copyright © 2012 Pearson Canada Inc. 10 -18
Types of Predictors
• Static Risk Factors– Historical– Factors that cannot be changed
• Dynamic Risk Factors – Fluctuate over time– Factors that can be changed– Acute vs. stable dynamic risk factors
Copyright © 2012 Pearson Canada Inc. 10 -19
Important Risk Factors
• Dispositional
• Historical
• Clinical
• Contextual
Copyright © 2012 Pearson Canada Inc. 10 -20
Dispositional Risk Factors
• Demographics– Age– Gender
• Personality characteristics– Impulsivity– Psychopathy
Copyright © 2012 Pearson Canada Inc. 10 -21
Historical Risk Factors
• Past antisocial behaviour
• Age of onset of antisocial behaviour
• Childhood history of maltreatment
• Past supervision failure, escape, or institution maladjustment
Copyright © 2012 Pearson Canada Inc. 10 -22
Clinical Risk Factors
• Substance use
• Mental disorder– Diagnosis of schizophrenia or affective
disorders– “Threat/control override” (TCO)
symptoms
Copyright © 2012 Pearson Canada Inc. 10 -23
Contextual Risk Factors
• Lack of social support to help individual in his or her day-to-day life
• Easy access to weapons
• Easy access to victims
Copyright © 2012 Pearson Canada Inc. 10 -24
Risk Assessment Instruments
• Actuarial Instruments– Violence Risk Appraisal Guide (VRAG;
Harris et al., 1993)– Static-99(Hanson & Thornton, 1999)
Copyright © 2012 Pearson Canada Inc. 10 -25
Risk Assessment Instruments (continued)
• Structured Professional Judgment Instruments– HCR-20 (Webster et al., 1997)– Violence Risk Scale (VRS; Wong &
Gordon, 2006)– Spousal Assault Risk Assessment
(SARA; Kropp et al., 1999)
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Current Issues
• Where is the theory?– More attention on WHY is needed
• Protective factors– Factors that reduce or mitigate the
likelihood of violence
• Limitations of risk assessments
• Use of scientific research– Practitioners not using instruments
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Coping-Relapse Model of Criminal Recidivism (Figure 10.1; Zamble &
Quinsey, 1997)
Precipitating Event
Cognitive & Emotional Appraisal
Response MechanismIndividual Influences
Criminal Behaviour
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Female Offenders and Crime
• Gender differences in criminality
– Women engage in less crime
– Women reoffend at lower rates
– Childhood victimization more prevalent
– Mental disorders more prevalent
Copyright © 2012 Pearson Canada Inc. 10 -29
Female Offenders and Risk
• More similarities in risk factors for men and women than differences
• Gender-specific risk factors– History of self-injury– Poor self-esteem
• How well do risk assessment instruments developed with male offenders work with female offenders?– LSI-R has predictive validity
Copyright © 2012 Pearson Canada Inc. 10 -30
Desistance From Crime
• Desistance: process of ceasing to engage in criminal behaviour
• Little research on why offenders stop committing crime
• Factors relating to desistance:– Age– Employment– Marital relationships