Assessing Offender Risk and Treatment Needs with IORNS

IORNS rationale
Current state of research
Static risk
Dynamic risk/need
Protective strengths
IORNS overview
Administration and scoring
Interpretation
 
The idea of the Inventory of Offender Risk,
Needs, and Strengths was developed
from:
A lack of a comprehensive tools to assess
variables related to recidivism
Treatment providers voicing a need for a
measure that has the ability to detect possible
change in variables related to recidivism
through treatment
A need for a brief/efficient risk/need
assessment measure with a low grade reading
level
 
The overall purpose of the IORNS is to
provide a comprehensive measure that
assesses most variables related to
recidivism or desistance from crime for
treatment and management purposes
No measure includes the assessment of
static, dynamic, and protective factors
for adult offenders
 
Confirming the adage that past
behavior is the best predictor of future
behavior – we have solid evidence that
static risk variables are good predictors
of future criminal behavior
Examples:
Number of previous offenses
Age at first offense
Previous revocation of probation/parole
 
Although there is good evidence of the
relationship between static risk factors
and recidivism:
They do not account for all of the variance
in recidivism
They cannot change
Once high risk, always high risk
Most effective for long-term prediction
 
Variables that may change over time or
through treatment
Date back to Andrews and Bonta (1994)
analysis of criminogenic needs
Research indicates that dynamic
risk/need variables account for unique
variance in recidivism – above the static
risk variables
Thus, most researchers/evaluators
strongly advocate assessment of
dynamic variables as well
 
Examples of dynamic risk/need variables
Pro-criminal attitudes
Irresponsibility
Substance abuse
Impulsivity
Self-esteem problems
Interpersonal problems
Psychopathy?
 
Opposed to risk factors, protective factors
are proposed to either mitigate the effect
of risk variables or independently
influence antisocial behavior
Research has historically focused on risk,
ignoring those positive factors that may
also strongly influence criminal behavior
 
Rogers (2000) analogy
“…would most forensic psychologists give
credence to a financial planner who
dwelled only on their fiscal liabilities to the
exclusion of their monetary assets?
Predictions based on only one side of the
ledger, be it financial or mental health, are
markedly constrained in their usefulness.”
   (p. 598)
 
Although researchers and clinicians
strongly advocate the use of protective
factors, few measures include their
assessment
Any assessment of risk or treatment need
is likely an overly negative one when not
including the positive side of the ledger
 
Examples of protective factors found in
the literature
Social bonds
Criminological theory based upon this premise
Texas Prisoner Reentry program example
Positive family and friend support
Education and/or training for employment
Non-criminal peers
 
No instrument includes all 3 variable types
For assessment and to examine how they
interact overall with recidivism
Most tools do not offer comprehensive
assessment of factors related to recidivism
and desistance from crime
Most tools are designed for one type of
offending behavior
Most tools require lengthy interviews and
expensive training
 
The main purposes of the IORNS
development project:
Construct a time-efficient and easily
administered assessment of variables related
to recidivism and crime desistance
To develop a comprehensive measure
containing indexes, scales, and subscales for
specificity and interpretation that would
achieve utility for offender treatment and
management focus
 
To accomplish the first goal – the IORNS was
developed as a self-report measure
Not as a replacement of clinical/structured
interviews, but to be used as an adjunct
Items written attempting to minimize possible
responding styles
IORNS to include validity indicators to assess
these response styles
Inconsistent Responding Style (IRS)
Favorable Impression (FIM)
 
In attempt to fulfill the second goal of the
IORNS development project, an effort was
made to include a broad array of
constructs
Initially, constructs that have been found to
significantly relate to recidivism were
included
Variables/categories selected if related to:
General, sexual, and violent criminal behavior
Crime desistance
 
Constructs initially included for item writing:
Static
Pro-criminal attitudes
Irresponsibility
Negative social influence
Self-regulation problems/impulsivity
Antisocial personality/psychopathy
Disregard for others
Alcohol/drug problems
Low self-esteem
Intimacy problems
Low treatment desire/compliance
Hostility/aggression
Family/social support
Education/training
Social participation
Effective problem solving/improved self-regulation
 
201 items written
Administered to
308 undergrads
163 general imprisoned offenders
55 sexual imprisoned offenders
27 items dropped
Low item-total correlation (< .20)
Significantly lowered ‘scale’ alpha
174 items administered to
Additional 115 offenders
 
Principle Axis Factoring (PAF) with promax
(oblique) rotation completed on total
offender sample (
N
=333)
Initial solution indicated a 9 factor solution
One Static factor – 12 items
Six dynamic factors (from 11) – 79 items
Two protective strength factors (from 5) – 26
items
 
Final 130 items into 9 factors/scales
Static Risk (Static Risk Index)
Dynamic Needs (Dynamic Needs Index)
Criminal Orientation
Psychopathy
Intra/Interpersonal Problems
Aggression
Alcohol/Drug Problems
Negative Social Influence
Protective Strengths (Protective Strengths Index)
Personal Resources
Environmental Resources
 
Index/Scale
                                       
Items
          
Alpha
Static Risk Index
  
  
 
12
  
.76
Dynamic Need Index
 
  
 
79
  
.91
 
Criminal Orientation
 
  
 
19
  
.81
 
Psychopathy
   
  
 
22
  
.86
 
Intra/Interpersonal Prob
 
  
 
13
  
.75
 
Alcohol/Drug Problems
 
   
 
  7
  
.82
 
Aggression
   
  
 
11
  
.79
 
Negative Social Influence 
 
  7
  
.80
Protective Strength Index 
 
  
 
26
  
.85
 
Personal Resources
  
19
  
.84
 
Environmental Resources
 
  7
  
.76
 
   
Scale/subscale
                                
Items
          
Alpha
Criminal Orientation
 
Pro-Criminal Attitudes  
 
 
 
 10
  
.76
 
Irresponsibility
  
  
 
  9
  
.67
Psychopathy
 
Manipulativeness
  
   
 
  8
  
.79
 
Impulsivity
   
   
 
  7
  
.74
 
Angry Detachment
 
   
 
  7
  
.73
Intra/Interpersonal Problems
 
Esteem Problems
  
   
 
  7
  
.70
 
Relational Problems
  
  6
  
.59
 
Scale/subscale
                      
Items
          
Alpha
Aggression
 
Hostility
    
   4
  
.60
 
Aggressive Behaviors
 
   7
  
.76
Negative Social Influence
 
Negative Friends
  
   4
  
.84
 
Negative Family
  
   3
  
.70
Personal Resources
 
Cognitive/Behavioral
  
Regulation
  
   9
  
.79
 
Anger Regulation
  
   5
  
.71
 
Education/Training
 
   5
  
.65
Favorable Impression (FIM)
Initially 15 items written
13 items kept based on item-total
correlations
Alpha = .77
Inconsistent Responding Style (IRS)
Item pair correlations were examined
10 item pairs with 
r
>.45 were selected for IRS
Several validity studies with male/female
general, violent, and sexual imprisoned and
probated offenders have been completed
To date two large-scale projects have
assessed the ability of the IORNS to detect
change through treatment
Sex offender treatment program
General offender reentry program
It is hoped that the IORNS will provide a
more comprehensive tool for assessing
variables related to recidivism for
treatment and management purposes
Although it is likely that the combination
of variables related to criminal behavior
will increase the prediction of future
antisocial behavior, currently there is no
data to support the use of the IORNS for
prediction
 
Materials
Manual
Instructions
T
 scores; percentiles; confidence intervals
Carbonless IORNS response form
Scoring summary and profile form
Pen/pencil
Flat writing surface
 
Appropriate populations and test
limitations
Third-grade reading level required
Normed on 18 – 75 years old male offenders
Normed on18 – 60 year old female offenders
Normed on 18 – 75 year old community
adults (both male and female)
Offender population includes incarcerated
and probated male/female general and
sexual offenders
 
Professional qualifications
Individuals without specific training in
forensic psychology, clinical psychology, or
psychiatry may administer and score the
IORNS – but should be familiar with
administration and scoring of objective
measures and guidelines for test use
IORNS score interpretation and report writing
should be limited to professionals who have
formal training in assessment and
interpretation of psychological tests
 
Example of general instruction to examinee:
This form contains a list of statements that
describe feelings, behaviors,  and experiences
that many people have had. By answering
whether each statement applies to you as
honestly as you can, you will help us get a better
understanding of you, how you are the same or
different from others, and how to tailor programs
to best meet your needs. If you aren’t sure
whether a statement applies to you, choose the
answer that is closest to how you feel. Please
answer all of the items the best that you can,
even if they don’t seem to apply to you.
 
Administration should take about 15 minutes
(answer items as offender)
Scoring takes about 20 minutes (once you
have completed a few)
To score
Detach perforated strip along bottom of
carbonless response form
Use scoring sheet to score each scale/subscale
Transfer scores over to profile form and convert to
T
 scores, percentiles, etc., with manual
 
Multistep evaluation
Validity (less than 15% missing (20 items); IRS; FIM)
Normative comparisons
As with other problem-focused measures, the
IORNS normative scale information is not normally
distributed – so important to examine both 
T
 score
and percentile
General (indexes)
Scales (
T
 scores and percentiles)
Subscales (range indicators for specific scale interpretation)
Manual provides several interpretive statements
for each index, scale, and subscale.
 
Holly A. Miller, Ph.D.
Assistant Dean of Undergraduate Programs
Associate Professor
College of Criminal Justice
Sam Houston State University
Huntsville, Texas 77341-2296
936-294-1686; hmiller@shsu.edu
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The Inventory of Offender Risk, Needs, and Strengths (IORNS) is a comprehensive tool developed to assess variables related to recidivism. It aims to detect possible changes in these variables through treatment, providing a brief and efficient risk/need assessment with a low reading level. The IORNS evaluates static, dynamic, and protective factors for adult offenders, offering insights for treatment and management purposes. It emphasizes the importance of assessing dynamic variables alongside static risk factors for predicting recidivism accurately.

  • Offender Risk Assessment
  • IORNS
  • Recidivism
  • Treatment Needs
  • Criminogenic Variables

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  1. Assessing Offender Risk and Treatment Need with the IORNS Holly A. Miller, Ph.D. College of Criminal Justice Sam Houston State University

  2. Overview IORNS rationale Current state of research Static risk Dynamic risk/need Protective strengths IORNS overview Administration and scoring Interpretation

  3. IORNS Rationale The idea of the Inventory of Offender Risk, Needs, and Strengths was developed from: A lack of a comprehensive tools to assess variables related to recidivism Treatment providers voicing a need for a measure that has the ability to detect possible change in variables related to recidivism through treatment A need for a brief/efficient risk/need assessment measure with a low grade reading level

  4. IORNS Rationale The overall purpose of the IORNS is to provide a comprehensive measure that assesses most variables related to recidivism or desistance from crime for treatment and management purposes No measure includes the assessment of static, dynamic, and protective factors for adult offenders

  5. Status of Research Static Confirming the adage that past behavior is the best predictor of future behavior we have solid evidence that static risk variables are good predictors of future criminal behavior Examples: Number of previous offenses Age at first offense Previous revocation of probation/parole

  6. Status of Research Static Although there is good evidence of the relationship between static risk factors and recidivism: They do not account for all of the variance in recidivism They cannot change Once high risk, always high risk Most effective for long-term prediction

  7. Status of Research Dynamic/Need Variables that may change over time or through treatment Date back to Andrews and Bonta (1994) analysis of criminogenic needs Research indicates that dynamic risk/need variables account for unique variance in recidivism above the static risk variables Thus, most researchers/evaluators strongly advocate assessment of dynamic variables as well

  8. Status of Research Dynamic/Need Examples of dynamic risk/need variables Pro-criminal attitudes Irresponsibility Substance abuse Impulsivity Self-esteem problems Interpersonal problems Psychopathy?

  9. Status of Research Protective Strength Factors Opposed to risk factors, protective factors are proposed to either mitigate the effect of risk variables or independently influence antisocial behavior Research has historically focused on risk, ignoring those positive factors that may also strongly influence criminal behavior

  10. Status of Research Protective Strength Factors Rogers (2000) analogy would most forensic psychologists give credence to a financial planner who dwelled only on their fiscal liabilities to the exclusion of their monetary assets? Predictions based on only one side of the ledger, be it financial or mental health, are markedly constrained in their usefulness. (p. 598)

  11. Status of Research Protective Strength Factors Although researchers and clinicians strongly advocate the use of protective factors, few measures include their assessment Any assessment of risk or treatment need is likely an overly negative one when not including the positive side of the ledger

  12. Status of Research Protective Strength Factors Examples of protective factors found in the literature Social bonds Criminological theory based upon this premise Texas Prisoner Reentry program example Positive family and friend support Education and/or training for employment Non-criminal peers

  13. Assessment Needs No instrument includes all 3 variable types For assessment and to examine how they interact overall with recidivism Most tools do not offer comprehensive assessment of factors related to recidivism and desistance from crime Most tools are designed for one type of offending behavior Most tools require lengthy interviews and expensive training

  14. IORNS Development The main purposes of the IORNS development project: Construct a time-efficient and easily administered assessment of variables related to recidivism and crime desistance To develop a comprehensive measure containing indexes, scales, and subscales for specificity and interpretation that would achieve utility for offender treatment and management focus

  15. IORNS Development To accomplish the first goal the IORNS was developed as a self-report measure Not as a replacement of clinical/structured interviews, but to be used as an adjunct Items written attempting to minimize possible responding styles IORNS to include validity indicators to assess these response styles Inconsistent Responding Style (IRS) Favorable Impression (FIM)

  16. IORNS Development In attempt to fulfill the second goal of the IORNS development project, an effort was made to include a broad array of constructs Initially, constructs that have been found to significantly relate to recidivism were included Variables/categories selected if related to: General, sexual, and violent criminal behavior Crime desistance

  17. IORNS Development Constructs initially included for item writing: Static Pro-criminal attitudes Irresponsibility Negative social influence Self-regulation problems/impulsivity Antisocial personality/psychopathy Disregard for others Alcohol/drug problems Low self-esteem Intimacy problems Low treatment desire/compliance Hostility/aggression Family/social support Education/training Social participation Effective problem solving/improved self-regulation

  18. IORNS Development 201 items written Administered to 308 undergrads 163 general imprisoned offenders 55 sexual imprisoned offenders 27 items dropped Low item-total correlation (< .20) Significantly lowered scale alpha 174 items administered to Additional 115 offenders

  19. IORNS Development Principle Axis Factoring (PAF) with promax (oblique) rotation completed on total offender sample (N=333) Initial solution indicated a 9 factor solution One Static factor 12 items Six dynamic factors (from 11) 79 items Two protective strength factors (from 5) 26 items

  20. IORNS Development Final 130 items into 9 factors/scales Static Risk (Static Risk Index) Dynamic Needs (Dynamic Needs Index) Criminal Orientation Psychopathy Intra/Interpersonal Problems Aggression Alcohol/Drug Problems Negative Social Influence Protective Strengths (Protective Strengths Index) Personal Resources Environmental Resources

  21. Initial IORNS Reliability Index/Scale Static Risk Index Dynamic Need Index Criminal Orientation Psychopathy Intra/Interpersonal Prob Alcohol/Drug Problems Aggression Negative Social Influence Protective Strength Index Personal Resources Environmental Resources Items 12 79 19 22 13 7 11 7 26 19 7 Alpha .76 .91 .81 .86 .75 .82 .79 .80 .85 .84 .76

  22. Initial IORNS Reliability Scale/subscale Criminal Orientation Pro-Criminal Attitudes Irresponsibility Psychopathy Manipulativeness Impulsivity Angry Detachment Intra/Interpersonal Problems Esteem Problems Relational Problems Items Alpha 10 9 .76 .67 8 7 7 .79 .74 .73 7 6 .70 .59

  23. Initial IORNS Reliability Scale/subscale Aggression Hostility Aggressive Behaviors Negative Social Influence Negative Friends Negative Family Personal Resources Cognitive/Behavioral Regulation Anger Regulation Education/Training Items Alpha 4 7 .60 .76 4 3 .84 .70 9 5 5 .79 .71 .65

  24. Validity Scale Development Favorable Impression (FIM) Initially 15 items written 13 items kept based on item-total correlations Alpha = .77 Inconsistent Responding Style (IRS) Item pair correlations were examined 10 item pairs with r>.45 were selected for IRS

  25. Validity and Assessing Change Several validity studies with male/female general, violent, and sexual imprisoned and probated offenders have been completed To date two large-scale projects have assessed the ability of the IORNS to detect change through treatment Sex offender treatment program General offender reentry program

  26. IORNS It is hoped that the IORNS will provide a more comprehensive tool for assessing variables related to recidivism for treatment and management purposes Although it is likely that the combination of variables related to criminal behavior will increase the prediction of future antisocial behavior, currently there is no data to support the use of the IORNS for prediction

  27. IORNS Administration and Scoring Materials Manual Instructions T scores; percentiles; confidence intervals Carbonless IORNS response form Scoring summary and profile form Pen/pencil Flat writing surface

  28. IORNS Administration and Scoring Appropriate populations and test limitations Third-grade reading level required Normed on 18 75 years old male offenders Normed on18 60 year old female offenders Normed on 18 75 year old community adults (both male and female) Offender population includes incarcerated and probated male/female general and sexual offenders

  29. IORNS Administration and Scoring Professional qualifications Individuals without specific training in forensic psychology, clinical psychology, or psychiatry may administer and score the IORNS but should be familiar with administration and scoring of objective measures and guidelines for test use IORNS score interpretation and report writing should be limited to professionals who have formal training in assessment and interpretation of psychological tests

  30. IORNS Administration and Scoring Example of general instruction to examinee: This form contains a list of statements that describe feelings, behaviors, and experiences that many people have had. By answering whether each statement applies to you as honestly as you can, you will help us get a better understanding of you, how you are the same or different from others, and how to tailor programs to best meet your needs. If you aren t sure whether a statement applies to you, choose the answer that is closest to how you feel. Please answer all of the items the best that you can, even if they don t seem to apply to you.

  31. IORNS Administration and Scoring Administration should take about 15 minutes (answer items as offender) Scoring takes about 20 minutes (once you have completed a few) To score Detach perforated strip along bottom of carbonless response form Use scoring sheet to score each scale/subscale Transfer scores over to profile form and convert to T scores, percentiles, etc., with manual

  32. IORNS Interpretation Multistep evaluation Validity (less than 15% missing (20 items); IRS; FIM) Normative comparisons As with other problem-focused measures, the IORNS normative scale information is not normally distributed so important to examine both T score and percentile General (indexes) Scales (T scores and percentiles) Subscales (range indicators for specific scale interpretation) Manual provides several interpretive statements for each index, scale, and subscale.

  33. THANK YOU! Holly A. Miller, Ph.D. Assistant Dean of Undergraduate Programs Associate Professor College of Criminal Justice Sam Houston State University Huntsville, Texas 77341-2296 936-294-1686; hmiller@shsu.edu

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