Giving Meaning to Risk Factors (2024)

Research summary
Vol. 15 No. 6
November 2010

Question

Why do risk factors predict recidivism?

Background

There has been considerable research identifying risk factors for re-offending. Risk factors, such as prior offences, substance abuse, and age are routinely used to make decisions concerning sentencing, the need for treatment and the suitability for conditional release.

Risk assessments typically consider a variety of risk factors organized into structured scales. Although these risk scales have acceptable predictive accuracy, most of the commonly used scales do not explain why a particular offender is at risk, nor what needs to be done to reduce that risk.

In order to address this problem, previous research has distinguished between static and dynamic risk factors. Static risk factors are features of the offenders' histories that predict recidivism but are not amenable to deliberate intervention, such as prior offences. In contrast, dynamic risk factors are potentially changeable factors, such as substance abuse and negative peer associations. Given that dynamic risk factors are considered responsible for the increased risk, they have also been called criminogenic needs (see Research Summary, Volume 2, no. 2).

The static/dynamic distinction has helped evaluators focus on potentially causal factors. It is relatively easy for decision-makers to understand how dynamic risk factors, such as substance abuse and negative attitudes toward authority, increase recidivism risk. There are many static risk factors, however, for which the relationship to recidivism is not clear. For example, the risk of sexual recidivism is higher among sexual offenders who have unrelated victims rather than related victims, or who commit non-contact sexual offences rather than offences that involve intercourse. Understanding why risk factors predict recidivism would help determine appropriate intervention and management strategies, and to evaluate changes in risk levels over time.

Method

A comprehensive literature review was conducted examining risk factors for male sexual offenders. For each set of risk factors, we searched for explanations as to why the characteristics should be related to increased sexual recidivism risk. These explanations were guided by offenders' own explanations for their own offending, and by commonly-accepted psychological research on the development and stability of personality characteristics.

Answer

Risk factors predict recidivism because they are markers for enduring, psychologically meaningful characteristics. For male sexual offenders, the propensities that are most strongly related to recidivism are deviant sexual interests, difficulties forming intimate relationships with adults, and problems with general self-regulation.

The variables that are the best predictors of recidivism are those that best represent the underlying psychologically meaningful risk factors. The best measures of problematic propensities consider both static variables, such as offence history, as well as dynamic variables, such as negative attitudes toward authority. Static risk factors are good predictors when the underlying propensities are highly stable. In contrast, recent evaluations of dynamic risk factors are the preferred method of assessment when the underlying propensities are prone to change.

Policy implications

  1. By understanding the significance of different risk markers, decision-makers can distinguish between risk factors that are causally related to increased risk and factors that are co-existing but do not directly contribute to criminal behaviour (e.g., number of tattoos, age). For example, even though advanced age is empirically related to reduced risk, chronological age is only important because it is associated with changes in meaningful risk factors, such as self-control and attitudes toward authority.
  2. Evaluators should use methods that allow them to identify the psychologically meaningful factors related to recidivism risk. The most helpful evaluations explain why the offender is at risk (or not).
  3. Researchers should identify the underlying constructs assessed by the existing risk tools, and create reliable and valid measures of the major risk factors for sexual and general recidivism. For example, it would be useful to have assessment tools that could accurately determine the extent to which the offenders' capacity for intimate/marital relationships, lifestyle instability or negative peer associations contribute to their overall recidivism risk.

Source

  • Mann, R.E., Hanson, R.K., & Thornton,D. (2010). Assessing risk for sexual recidivism: Some proposals on the nature of psychologically meaningful risk factors. Sexual Abuse: A Journal of Research and Treatment, 22, 191-217.

For further information

R. Karl Hanson, Ph.D.
Corrections Research
Public Safety Canada
340 Laurier Avenue West
Ottawa, Ontario
K1A 0P8
Tel (613) 991-2840
Fax (613) 990-8295
e-mail Karl.Hanson@ps-sp.gc.ca

Date modified:
Giving Meaning to Risk Factors (2024)

FAQs

Giving Meaning to Risk Factors? ›

By understanding the significance of different risk markers, decision-makers can distinguish between risk factors that are causally related to increased risk and factors that are co-existing but do not directly contribute to criminal behaviour (e.g., number of tattoos, age).

What is the meaning of risk factors? ›

: something that increases risk. especially : something that makes a person more likely to get a particular disease or condition.

How are risk factors determined? ›

In this context, a risk factor is usually validated from large epidemiological studies in which the factor is measured in a large cohort of individuals who are followed prospectively for development of the disease.

What are the 8 criminogenic risk factors? ›

There are eight criminogenic risk factors that have the strongest associations with criminal behavior: (1) history of antisocial behavior; (2) antisocial personality traits; (3) antisocial cognition; (4) antisocial associates; (5) family and/or marital strain; (6) problems at school and/or work; (7) problems with ...

What are the 3 types of risk factors? ›

In general, risk factors can be categorised into the following groups:
  • Behavioural.
  • Physiological.
  • Demographic.
  • Environmental.
  • Genetic.

How do you use risk factor in a sentence? ›

Examples of 'risk factor' in a sentence
  1. High blood pressure is a major risk factor for heart attacks and strokes.
  2. This is a major risk factor for heart disease and strokes. ...
  3. It is considered the flagship for research into the risk factors for cardiovascular disease.

Why is understanding risk factor important? ›

Knowing the risks you and your family may face can help you find ways to avoid health problems. It can also keep you from fretting over unlikely threats. Knowing the risks and benefits of a medical treatment can help you and your doctor make informed decisions.

Why is risk factors important? ›

A risk factor is something that increases a person's risk of illness, injury, or harm. Experiences like abuse or violence in the home are risk factors. These can lead to harmful behaviors, substance use, and chronic disease. A protective factor lowers a person's risk of negative health outcomes.

What is a risk factor in the workplace? ›

Risk factors related to work activity and ergonomics can make it more difficult to maintain this balance, and increase the probability that some individuals may develop a MSD. The major workplace ergonomic risk factors to consider are: Forceful Exertions. Repetitive/Sustained Awkward Postures. High Task Repetition.

What is the difference between risk and risk factors? ›

A risk is the exposure of a system to a potentially negative situation. Risk factors can be defined as conditions that may lead to a risk occurring. The risk factor definition refers to a variable determinant that increases the probability of risk occurrence.

What risk factors can you control? ›

Risk factors you can change
  • Tobacco smoke and vaping. Tobacco use is a major risk factor for heart attack and stroke. ...
  • High blood cholesterol. ...
  • High blood pressure. ...
  • Physical inactivity. ...
  • Obesity and being overweight. ...
  • Diabetes.
Dec 6, 2022

What are 5 behavioral risk factors? ›

Several behaviors that exert a strong influence on health are reviewed in this section: tobacco use, alcohol consumption, physical activity and diet, sexual practices, and disease screening.

What are the main categories of risk factors? ›

Risk factors are characteristics at the biological, psychological, family, community, or cultural level that precede and are associated with a higher likelihood of negative outcomes. Protective factors are characteristics associated with a lower likelihood of negative outcomes or that reduce a risk factor's impact.

What are the 6 types of risk factors? ›

3.2, health risk factors and their main parameters in built environments are further identified and classified into six groups: biological, chemical, physical, psychosocial, personal, and others.

What are the 4 types of risk factors? ›

Health risk factors are attributes, characteristics or exposures that increase the likelihood of a person for developing a disease or health disorder. Included here are four types of health factors: health behaviors, clinical care, social and economic, and physical environment factors.

What does risk factor mean in insurance? ›

Life insurance risk factors describe information about an individual that is needed to underwrite a life insurance policy, such as age, sex, weight, current health, medical history, height, tobacco use, and occupation.

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