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Risk Assessment: Approaches and Applications
by insideprison.com, April, 2006
The purpose of risk assessment is to predict future crime and
manage offender risk throughout the course of the criminal justice
process. Risk assessment is the process whereby offenders are
assessed on several key variables empirically known to increase
the likelihood of committing an offense.
These variables, known as risk factors, are subdivided into static
and dynamic factors. Both types of factors are known to share
a causal relationship with criminal behaviour, however, static
factors are historical and unchangeable, while dynamic factors
are current and changeable. Examples of static factors include
age at first offence, history of prior convictions, gender, type
of victim, and motivation for committing past crimes. Examples
of dynamic factors include present economic situation, marital
status, attitudes supportive of crime, faulty cognitions, sexual
deviant preference, family condition, leisure activities, criminal
friends, substance abuse, and employment status. Examples of factors
not empirically related to crime (but often mistakenly associated
with crime) include self-esteem, depression, and fear of official
punishment.
Concurrent with one of the major themes of the Psychology
of Criminal Conduct, individual differences and heterogeneity
among offenders means that things are not always so simple. Some
risk factors for one type of offender may not be the same for another.
For example, juvenile delinquents are heavily influenced by their
family life during development, and improper parenting practices,
such as physical or mental abuse and inconsistently strict punishment,
significantly predispose a child to involvement in crime. However,
these same factors are obviously absent with adult offenders (or
most of them, at least). Similarly, offenders with certain personality
disorders or mental disorders will possess risk factors that do
not exist in non-mentally-disordered offenders.
The assessment of sex offenders, in addition, include items neither
applicable nor valid to non-sexual offenders, such as sexual deviant
preference ratings measured by phallometric
assessment. Issues such as these form the core content of the
psychology of criminal conduct, a theory committed to recognizing
the uniqueness of individuals and opposed to relying on the stereotypical
viewpoint that all offenders represent one single population inherently
different than the rest of us. (See the section entitled
Correctional Rehabilitation, which specifies the different treatment
targets for different offenders.)
Approaches to Risk Assessment
Correctional personnel typically approach risk assessment in one
or more of three ways: through clinical opinion, actuarial prediction,
or structured-professional judgment; a third type of approach that
is becoming more popular today is called the anamnestic approach,
but the former three approaches are the most common. Clinical opinions
have historically fared quite poorly in terms of accuracy, with
an effect size of .52 compared to matched controls (with complete
chance being at .50). While some clinical practitioners can achieve
greater than .52 (and some undoubtedly less), clinical opinion is
still dependent on the competence and acuity of the assessor, not
the assessing instrument. Because of this it is inherently unreliable.
It may be more suited to on-the-fly assessments, where
speed and cost are more of an issue than accuracy and reliability.
Actuarial prediction involves a strictly evidence-based selection
of only those risk factors empirically related to the cause of criminal
behaviour. These risk factors, known as "criminogenic needs,"
construct the basic building blocks, or precursors, to antisocial
behaviour, and can include poor parenting, impulsivity, substance
abuse, criminal peers, and attitudes that condone the use of violence
or justify the breaking of law. Through the use of meta-analytical
studies (large-scale reviews that integrate a number of individual,
independent studies' findings to determine an average effect-size
across all of them), criminogenic needs can be identified, and placed
accordingly into the risk assessment scale. Working from the same
principle, but combining certain elements of the 1st generation
approach, is the 3rd generation approach known as "structured
professional judgment" (SPJ).
The SPJ approach combines the objective evidence-based selection
of preset and predetermined risk factors of 2nd generation instruments
with the subjective, professional interpretation of the severity,
frequency, or duration of those predetermined risk factors by the
individual clinician. While slightly less accurate that 2nd generation
approaches, Structured Professional Judgment allows the clinician
to take into account individual-specific details of the case. For
example, all risk factors should in many cases not be treated equally
for all individuals. While it is likely for most people, on the
average, that a history of criminal violence will lead to a future
of criminal violence if no treatment is administered, that same
history of violence may not be so likely a factor in someone who
has recently married, fathered children, and landed a highly secure,
well paying job. In this instance, history would be weighted less
than someone who had just recently been paroled for manslaughter,
received little or no treatment in prison, and was not complying
with his parole conditions. Structured Professional Judgment states
that is more efficient and accurate to assess individuals on a case-by-case
basis, while identifying dynamic, changing, or current risk factors
that could be more easily implemented into a treatment plan. In
addition, many risk factors, although applicable to population at
large, possess very little utility when attempting to assess special
or rare populations offenders, such as frotteurists,
exhibitionists, or adolescent substance abusers.
Risk Assessment is used in several different stages in the criminal
justice process, the most important contexts being courts, sentencing,
prison classification, prison reclassification, and conditional
release.
Specific Risk Assessment Instruments
Risk Assessment instruments have proliferated in the past two decades
until virtually every sub-population of offender can have a specific
assessment instrument that targets his or her specific needs. A
sample of some of the more popular ones are listed below.
SONAR (Sex Offender Need Assessment Rating)
- 3rd generation, structured professional judgment assessment
- Focuses exclusively on dynamic needs (see needs)
- Includes 9 items
- Subdivides dynamic risk factors into stable and
acute
- Stable (trait)
- sexual self-regulation
- general self-regulation
- sexual deviant preference
- Attitudes supportive of sexual offending
- Acute (state)
- Victim access
- Anger and hostility
- Substance abuse
PCL-R (Psychopathy Checklist Revised)
- 3rd generation, structured professional judgment assessment
- Developed by Robert Hare
- Measures psychopathy among adults
- Includes 20 items, each of which is weighted on a scale of 0
(absent) to 2 (severe), for a total of 40 points
- Accuracy levels very similar to LSI-R for assessing violent
recidivism
- Ideally requires records, files, reports, interviews and questionnaires
from a variety of sources, such as police, courts, past parole
officers and correctional staff
HCR-20
- 3rd generation, structured professional judgment assessment
- Developed by Webster and Douglas,
- Includes three sub-scales: historical factors (10 items), clinical
factors (5 items), and risk-management factors (items) for a total
of 20 items, each of which is scored on a scale of 0 to 2
- Intended to measure risk of violence among mentally-disordered
offenders, but works equally well with non-mentally-disordered
offenders
LSI-R (Level of Service Inventory-Revised)
- 3rd generation, structured professional judgment assessment
- The most comprehensive and popular instrument for assessing
offender risk anywhere in the world
- Assesses risk based on a broad array of eight different categories,
so called among researchers as the Big-8
- Antisocial attitudes
- Antisocial thoughts, cognitions and ways of thinking
- Antisocial personality
- Antisocial history
- Employment
- Family
- Leisure and recreational activities
- Substance abuse problems
- Antisocial peers or criminal associates
SAVRY (Structured Assessment for Violence Risk Among Youth)
- 3rd generation, structured professional judgment assessment
- Includes 24 items plus 6 protective item scores = 30 items in
total
- Subdivided into 4 sections: historical, clinical, social/contextual,
and protective
- Historical measures past history of violence, exposure to violence
in the home, childhood maltreatment, and poor
- school achievement, among others
- Clinical measures attitudes, impulsivity, anger, empathy, and
compliance
- Social-Contextual measures stress, coping, peer rejection, parental
management, etc
- Protective includes those positive factors that directly mediate
the effect of negative factors, such as prosocial
- activities, social support, and attachments and bonds
SARA (Spousal Abuse Risk Assessment)
- 3rd generation, structured professional judgment assessment
- Includes 20 items 10 general and 10 spousal violence
factors
- General items measure past history of substance abuse, violence,
and emotional problems
- Spousal items measure characteristics of recent spousal assaults,
attitudes about spousal violence, and violations of no-contact
orders
CRS (Custody Ratings Scale)
- 2nd generation, actuarial assessment
- used exclusively in prison classification, intended to assess
an offenders degree of risk posed to correctional staff
during the course of the offenders sentence
- includes three areas: institutional adjustment (which looks
at prior institutional infractions, behaviour in prison, substance
abuse, and age at time of sentencing), public safety (which looks
at street stability, substance abuse, number and severity of prior
convictions, and performance on prior parole periods and statutory
release), and escape risk (which looks at the history of prior
escapes and the most serious outstanding charges)
STATIC-99
- 2nd generation, actuarial assessment
- Used for sex offenders
- Static items only
- 10 items in total
- measure prior history of sexual offences, type of victim, and
several conditions for each offence
- used primarily for long-term prediction for recidivism
SIR-R (Statistical Inventory on Recidivism-Revised)
- 2nd generation, actuarial assessment
Applications in Courts
Risk Assessment for the use in courts is gaining popularity, even
though its effective influence on jury-decision making is still
under debate. In order for testimony from an expert witness to be
accepted in a Canadian court of law, four guidelines must be met.
· Testimony must be made by an expert
· Testimony must offer some predictive or probative value
to the judicial decision
· Testimony must be based on reliable measures or evidence
· Testimony must impart information that in some way expands
the knowledge of the court
Applications in Civil Settings
Risk Assessment is also used widely in the civil setting, as opposed
to a criminal setting either in the courts or in correctional institutions.
It is used in civil commitment cases, where an individual with an
acute or severe mental illness requires commitment to a mental health
facility because the individual represents a danger to herself or
others. It is also used in child protection cases by organizations
such as the Childrens Aid Society, where a child is being
abused or neglected by his or her caregivers, and it is necessary
to assess the risk posed to that child by his or her caregivers.
It is also used to screen for immigration applicants, and can be
used in school or labour organizations.
Applications during Sentencing
Risk assessments were first required in Canada when dangerous offender
legislation was introduced in 1977. Since then there has also been
long-term offender designation, similarly requiring risk assessments
for violence by a mental health practitioner. Risk assessment is
also considered when an offender is applying for conditional release
or nearing his or her eligibility dates.
It is also used in correctional settings, during initial classification
with an instrument such as the Custody Rating Scale. This instrument
encodes several risk factors under the headings of institutional
adjustment, escape risk, and public safety to make a final prediction
of how likely that offender will engage in prison misconduct. This
determination of risk is crucial when determining a security level.
It is also used in reclassification, as offenders often change many
skills, attitudes, and personality features as they progress throughout
their sentence. For example, the Level of Service Inventory Revised
(LSI-R) is used during prison reclassification to more efficiently
place offenders to security levels. This scale substitutes many
of the static factors of the Custody Rating Scale (during initial
classification) for more dynamic, recent factors such as the offenders
motivation, performance in treatment, or obedience to rules.
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