Predictive Properties of the Ontario Domestic Assault Risk Assessment (ODARA) in a Northern Canadian Prairie Sample

AuthorMark E. Olver,Karen D. Pelletier,Jennifer hegel
Published date01 March 2022
Date01 March 2022
DOI10.1177/00938548211033631
Subject MatterArticles
CRIMINAL JUSTICE AND BEHAVIOR, 2022, Vol. 49, No. 3, March 2022, 411 –431.
DOI: https://doi.org/10.1177/00938548211033631
Article reuse guidelines: sagepub.com/journals-permissions
© 2021 International Association for Correctional and Forensic Psychology
411
PREDICTIVE PROPERTIES OF THE ONTARIO
DOMESTIC ASSAULT RISK ASSESSMENT
(ODARA) IN A NORTHERN CANADIAN
PRAIRIE SAMPLE
JENNIFER HEGEL
University of Saskatchewan
RCMP “F” Division
KAREN D. PELLETIER
RCMP “F” Division
MARK E. OLVER
University of Saskatchewan
This study examined the predictive properties of the Ontario Domestic Assault Risk Assessment (ODARA) in a large
Canadian, predominantly Indigenous, sample from a geographic region with the highest rates of intimate partner violence
(IPV) in the country. A random stratified sample of 300 men (92.7% Indigenous) court adjudicated for an IPV offense was
drawn from six Northern Saskatchewan Royal Canadian Mounted Police detachment regions. The ODARA was rated from
police records and recidivism data were obtained via official criminal records over a mean 4.7-year follow-up. ODARA
scores had small to moderate predictive accuracy (AUC/C = .58–.67) for IPV and other recidivism outcomes in the aggregate
sample and Indigenous subsample. E/O index analyses demonstrated that the ODARA Ontario norms overpredicted IPV
recidivism at high scores but underpredicted it at lower mid-range scores. Implications for use of the ODARA to assist front-
line police personnel in IPV risk assessment and management are discussed.
Keywords: intimate partner violence; ODARA; Indigenous; recidivism; risk assessment
Intimate partner violence (IPV), or the attempted, threatened, or completed act(s) of phys-
ical, psychological, or sexual abuse, including intimidating and controlling behaviors,
against a former or current romantic partner (Campbell et al., 2018; Canadian Association
of Chiefs of Police [CACP], 2016) is an international societal problem. IPV does not dis-
criminate based on age, gender, sexual identity, socioeconomic status, or cultural back-
ground (CACP, 2016), and remains a prevalent issue in Canada. In 2017, 30% of all
police-reported violent crime consisted of IPV complaints, with 80% of victims being
female (Burczycka et al., 2018; CACP, 2016). The Canadian province of Saskatchewan has
AUTHORS’ NOTE: The views and positions expressed are those of the authors and do not necessarily reflect those
of the Royal Canadian Mounted Police or the University of Saskatchewan. Correspondence concerning this article
should be addressed to Mark E. Olver, Department of Psychology and Health Studies, University of Saskatchewan, 9
Campus Drive, Arts Building Room 154, Saskatoon, Saskatchewan, Canada S7N 5A5; e-mail: mark.olver@usask.ca.
1033631CJBXXX10.1177/00938548211033631Criminal Justice and BehaviorHegel et al. /
research-article2022
412 CRIMINAL JUSTICE AND BEHAVIOR
the highest rate of IPV occurrences (682 victims per 100,000 population) in the country
(Burczycka et al., 2018); however, Northern Saskatchewan, in particular, has the highest
violent crime rate against young women and girls (13,886 victims per 100,000 population),
a rate five to six times higher than that found in Southern Saskatchewan (Rotenberg, 2019).
Although Canada has been a leader in the development and validation of IPV risk assess-
ment tools (Hilton, 2021; Hilton & Ennis, 2020) to assess and manage risk, IPV remains a
pervasive social and health concern.
IPV RISK ASSESSMENT AND LAW ENFORCEMENT
From a police perspective, the CACP (2016) believes that responding to the issue of IPV
is not only a police matter, but a shared responsibility among law enforcement, public
health, and community and social agencies. As IPV occurrences are some of the most com-
plicated and high-risk calls a police officer can respond to (Campbell et al., 2018), risk
assessment is an important part of this process. Law enforcement considers multiple factors
to be a priority in regard to dealing with IPV occurrences and risk assessment, including:
relationship status (i.e., recently separated, cohabitating); frequency and level of violence
(i.e., choking, sexual assault); current incidents of harassment, threats, and/or stalking;
access to weapons; substance abuse; age difference of perpetrator and victim; mental health
of perpetrator and victim; suicide risk; children from previous relationship(s); and preg-
nancy (Campbell et al., 2018; Hilton et al., 2004). With a primary goal of risk assessment
being to prevent further violence against the victim and contribute to ideas regarding moni-
toring, supervising, and treating IPV perpetrators (CACP, 2016), the use of empirically
based risk assessment tools by frontline law enforcement officers contributes positively to
public safety, proper allocation of resources (physical and financial), and coordinated
responses to IPV occurrences (Campbell et al., 2018; Olver & Jung, 2017).
OVERVIEW OF IPV RISK MEASURES AND THEIR PREDICTIVE PROPERTIES
The forensic risk assessment literature has clearly established the superior predictive per-
formance and clinical utility of structured assessment approaches over unstructured clinical
judgment, including IPV risk assessment (Helmus & Bourgon, 2011; Messing & Thaller,
2013; van der Put et al., 2019). A risk instrument, however, is not the same thing as a risk
assessment (Mills, 2017); the latter is a dynamic process of combining and integrating infor-
mation from multiple sources, using multiple methods, across multiple domains of function-
ing (Olver, 2016). Per the principles of risk (i.e., recidivism can be predicted and service
intensity should be matched to risk level), need (prioritize dynamic risk factors, aka crimino-
genic needs for treatment), and responsivity (tailor service delivery to individual client char-
acteristics) or RNR model (Bonta & Andrews, 2007), risk assessment informs intervention
and risk management. A key psychometric attribute of a valid and useful risk assessment
measure, however, is that it has predictive validity (aka predictive accuracy) for the targeted
outcome for which it was designed to appraise risk and ultimately, prevent.
Predictive accuracy, in turn, can be examined through discrimination (relative risk) and
calibration (absolute risk). Discrimination concerns the extent to which recidivists can be
differentiated from nonrecidivists on the basis of risk scores, while calibration concerns the
rates of recidivism associated with risk scores, such as the extent to which observed rates of
recidivism correspond to those expected from a normative reference group (Helmus &

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