Skip to main content
Log in

Psychometric Assessment of Dynamic Risk Factors for Child Molesters

  • Original Article
  • Published:
Sexual Abuse: A Journal of Research and Treatment

Abstract

To explore the relationship between dynamic risk factors and recidivism in child molesters, we studied a sample of men (N = 495) who completed an intensive, prison-based treatment program in New Zealand. During the follow-up period (M = 5.8 years), 9.9% were reconvicted for a sexual offense. A self-report psychometric battery was administered at pre-treatment that assessed a range of variables related to sexual attitudes and beliefs, emotional functioning, and interpersonal competency. Factor analysis showed that individual differences in the battery could be described by four dimensions—Social Inadequacy, Sexual Interests, Anger/Hostility, and Pro-Offending Attitudes. Factor scores for each dimension were significantly correlated with sexual recidivism. Logistic regression analyses confirmed that the Sexual Interests and Pro-Offending Attitudes factor scores, as well as an Overall Deviance score which combined the dimensions, provided significant additional validity for predicting recidivism beyond the Static-99 (Hanson and Thornton Law and Human Behavior 24:119–136, 2000). When added to the Static-99, the Overall Deviance score increased the area under the Receiver-Operating Characteristic curve (AUC) from 0.72 to 0.81. These results show that psychometric self-reports can provide valid measures of dynamic risk factors, and that inclusion of such measures can improve risk prediction beyond that achievable by static factors alone.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1

Similar content being viewed by others

Notes

  1. Normative data were obtained from adult male samples for the following measures: ABCS—Tierney and McCabe (2001); HTW—Malamuth et al. (1991); RMAS—Burt (1980); WSFQ—Plaud and Bigwood (1997); STAI—Spielberger (1983); STAXI—Spielberger (1988); AI-RP—Gambrill and Richey (1975); UCLS—Russell et al. (1980); ANSIE—Nowicki, personal communication; SADS—Watson and Friend (1969); M-CSD—Marlowe and Crowne (1964); FIS—Doi and Thelen (1993).

  2. It is important to note that the exponentiated coefficient provides an estimate of the odds ratio associated with a unit increase in the predictor variable, not the relative probability. For example, the 45% increase associated with a unit increase in Static-99 score implies an odds ratio of 1.45:1. Because an odds is calculated as p/(1 − p), this means that if the probability of sexual recidivism associated with a Static-99 score of n was, say, 0.10, which equals an odds of 0.1/(1 − 0.1) = 0.11, then the predicted odds for a score of n + 1 would be 1.45 × 0.11 = 0.16, which implies a probability of 0.14. For an accessible introductory tutorial on logistic regression, see DeMaris (1995).

References

  • Abel, G. G., Gore, D. K., Holland, C. L., Camp, N., Becker, J. V., & Rather, J. (1989). The measurement of the cognitive distortions in child molesters. Annals of Sex Research, 2, 135–153.

    Article  Google Scholar 

  • Arkowitz, S., & Vess, J. (2003). An evaluation of the Bumby RAPE and MOLEST scales as measures of cognitive distortions with civilly committed sexual offenders. Sexual Abuse: A Journal of Research and Treatment, 15, 237–249.

    Article  Google Scholar 

  • Barbaree, H. E., & Marshall, W. L. (1989). Erectile responses amongst heterosexual child molesters, father-daughter incest offenders, and matched nonoffenders: Five distinct age preference profiles. Canadian Journal of Behavioral Science, 21, 70–82.

    Article  Google Scholar 

  • Barbaree, H. E., Seto, M. C., Langton, C. M., & Peacock, E. J. (2001). Evaluating the predictive accuracy of six risk assessment instruments for adult sex offenders. Criminal Justice and Behavior, 28, 490–521.

    Article  Google Scholar 

  • Baumgartner, J. V., Scalora, M. J., & Huss, M. T. (2002). Assessment of the Wilson Sex Fantasy Questionnaire among child molesters and nonsexual forensic offenders. Sexual Abuse: A Journal of Research and Treatment, 14, 19–30.

    Article  Google Scholar 

  • Beck, A. T., Steer, R. A., & Brown, G. K. (1997). Beck Depression InventorySecond EditionManual. San Antonio, TX.: The Psychological Corporation.

    Google Scholar 

  • Beck, A. T., Ward, C. H., Mendelson, M., Mock, J., & Erbaugh, J. (1961). An inventory for measuring depression. Archives of General Psychiatry, 4, 561–571.

    PubMed  Google Scholar 

  • Beckett, R. C., & Fisher, D. (1994). Assessing victim empathy: A new measure. Paper presented at the 13th annual conference of the Association for the Treatment of Sexual Abusers, San Francisco (November).

  • Beech, A. R. (1998). A psychometric typology of child abusers. International Journal of Offender Therapy and Comparative Criminology, 42, 319–339.

    Article  Google Scholar 

  • Beech, A. R., Fisher, D. D., & Thornton, D. (2003). Risk assessment of sex offenders. Professional Psychology: Research and Practice, 34, 339–352.

    Article  Google Scholar 

  • Beech, A., Friendship, C., Erikson, M., & Hanson, R. K. (2002). The relationship between static and dynamic risk factors and reconviction in a sample of U.K. child abusers. Sexual Abuse: A Journal of Research and Treatment, 14, 155–167.

    Article  Google Scholar 

  • Beech, A. R., & Ward, T. (2004). The integration of etiology and risk in sexual offenders: A theoretical framework. Aggression and Violent Behavior, 10, 31–63.

    Article  Google Scholar 

  • Blanchard, R., Kuban, M. E., Blak, T., Cantor, J. M., Klassen, P., & Dickey, R. (2006). Phallometric comparison of pedophilic interest in nonadmitting sexual offenders against stepdaughters, biological daughters, other biologically related girls, and unrelated girls. Sexual Abuse: A Journal of Research and Treatment, 18, 1–14.

    Article  Google Scholar 

  • Burt, M. R. (1980). Cultural myths and supports for rape. Journal of Personality and Social Psychology, 38, 217–230.

    Article  Google Scholar 

  • Caprara, G. V. (1986). Indications of aggression: The dissipation-rumination scale. Personality and Individual Differences, 7, 763–769.

    Article  Google Scholar 

  • Check, J. V. P. (1985). The hostility towards women scale. Doctoral dissertation. University of Manitoba.

  • Craissati, J., & Beech, A. (2003). A review of dynamic variables and their relationship to risk prediction in sex offenders. Journal of Sexual Aggression, 9, 41–55.

    Article  Google Scholar 

  • Crowne, D. P., & Marlowe, D. (1960). A new scale of social desirability independent of psychopathology. Journal of Consulting Psychology, 24, 349–354.

    Article  PubMed  Google Scholar 

  • Davis, M. H. (1980). A multidimensional approach to individual differences in empathy. JSAS, Catalog of Selected Documents in Psychology, 10, 85.

    Google Scholar 

  • DeMaris, A. (1995). A tutorial in logistic regression. Journal of Marriage and the Family, 57, 956–968.

    Article  Google Scholar 

  • Dempster, R. J., & Hart, S. D. (2002). The relative utility of fixed and variable risk factors in discriminating sexual recidivists from nonrecidivists. Sexual Abuse: A Journal of Research and Treatment, 14, 121–138.

    Article  Google Scholar 

  • Descutner, C. J., & Thelen, M. H. (1991). Development and validation of a Fear-of-Intimacy Scale. Psychological Assessment, 3, 218–225.

    Article  Google Scholar 

  • Doi, S., & Thelen, M. H. (1993). The Fear-of-Intimacy Scale: Replication and Extension. Psychological Assessment, 5, 377–383.

    Article  Google Scholar 

  • Fisher, D., Beech, A., & Browne, K. (1999). Comparison of sex offenders to nonoffenders on selected psychological measures. International Journal of Offender Therapy and Comparative Criminology, 43, 473–491.

    Article  Google Scholar 

  • Gambrill, E. D., & Richey, C. A. (1975). An assertion inventory for use in assessment and research. Behavior Therapy, 6, 550–561.

    Article  Google Scholar 

  • Gannon, T. A., & Polaschek, D. L. L. (2005). Do child molesters deliberately fake good on cognitive distortion questionnaires? An information processing-based investigation. Sexual Abuse: A Journal of Research and Treatment, 17, 183–200.

    Article  Google Scholar 

  • Hanson, R. K. (2000). Risk assessment. Beaverton, OR: Association for the Treatment of Sexual Abusers.

    Google Scholar 

  • Hanson, R. K., & Bussière, M. T. (1998). Predicting relapse: A meta-analysis of sexual offender recidivism studies. Journal of Consulting and Clinical Psychology, 66, 348–362.

    Article  PubMed  Google Scholar 

  • Hanson, R. K., & Harris, A. J. R. (2000a). Where should we intervene? Dynamic predictors of sexual offense recidivism. Criminal Justice and Behavior, 27, 6–35.

    Article  Google Scholar 

  • Hanson, R. K., & Harris, A. J. R. (2000b). STABLE-2000. Canada: Department of Solicitor General of Canada.

    Google Scholar 

  • Hanson, R. K., & Harris, A. J. R. (2000c). ACUTE-2000. Canada: Department of Solicitor General of Canada.

    Google Scholar 

  • Hanson, R. K., & Harris, A. J. R. (2001). A structured approach to evaluating change among sexual offenders. Sexual Abuse: A Journal of Research and Treatment, 13, 105–122.

    Article  Google Scholar 

  • Hanson, R. K., & Morton-Bourgon, K. E. (2005). The characteristics of persistent sexual offenders: A meta-analysis of recidivism studies. Journal of Consulting and Clinical Psychology, 73, 1154–1163.

    Article  PubMed  Google Scholar 

  • Hanson, R. K., & Morton-Bourgon, K. E. (2007). The accuracy of recidivism risk assessments for sexual offenders: A meta-analysis. Corrections User Report No 2007-01. Ottawa: Public Safety and Emergency Preparedness Canada.

  • Hanson, R. K., & Thornton, D. (1999). Static-99: Improving actuarial risk assessments for sex offenders. User Report 99-02. Ottawa: Department of the Solicitor General of Canada.

  • Hanson, R. K., & Thornton, D. (2000). Improving risk assessments for sex offenders: A comparison of three actuarial scales. Law and Human Behavior, 24, 119–136.

    Article  PubMed  Google Scholar 

  • Hare, R. D. (1991). The psychopathy checklistrevised. Toronto: Multi-Health Systems.

    Google Scholar 

  • Harris, A., Phenix, A., Hanson, R. K., & Thornton, D. (2003a). STATIC-99 coding rules revised2003. Ottawa: Department of the Solicitor General of Canada.

    Google Scholar 

  • Harris, G. T., Rice, M. E., Quinsey, V. L., Lalumiere, M. L., Boer, D., & Lang, C. (2003b). A multisite comparison of actuarial risk instruments for sex offenders. Psychological Assessment, 15, 413–425.

    Article  PubMed  Google Scholar 

  • Hsu, L. M., Santelli, J., & Hsu, J. R. (1989). Faking detection validity and increment validity of response latencies to MMPI subtle and obvious items. Journal of Personality Assessment, 53, 278–295.

    Article  Google Scholar 

  • Hudson, S. M., Marshall, W. L., Ward, T., Johnston, P. W., & Jones, R. L. (1995). Kia Marama: A cognitive-behavioural program for incarcerated child molesters. Behaviour Change, 12, 69–80.

    Google Scholar 

  • Hudson, S. M., Wales, D. S., Bakker, L., & Ward, T. (2002). Dynamic risk factors: The Kia Marama evaluation. Sexual Abuse: A Journal of Research and Treatment, 14, 103–119.

    Article  Google Scholar 

  • Hudson, S. M., Wales, D. S., & Ward, T. (1998). Kia Marama: A treatment program for child molesters in New Zealand. In W. L. Marshall, Y. M. Fernandez, M. Yolanda, et al. (Eds.), Sourcebook of treatment programs for sexual offenders. Applied clinical psychology (pp. 17–28). New York, NY, USA: Plenum.

    Google Scholar 

  • Keltner, A. A., Marshall, P. G., & Marshall, W. L. (1981). Measurement and correlation of assertiveness and social fear in a prison population. Corrective and Social Psychiatry, 27, 41–47.

    Google Scholar 

  • Lawson, J. S., Marshall, W. L., & McGrath, P. (1979). The Social Self-esteem Inventory. Educational and Psychological Measurement, 39, 803–811.

    Article  Google Scholar 

  • Malamuth, N. M., Sockloskie, R. J., Koss, M. P., & Tanaka, J. S. (1991). Characteristics of aggressors against women: Testing a model using a national sample of college students. Journal of Consulting and Clinical Psychology, 59, 670–681.

    Article  PubMed  Google Scholar 

  • Marlowe, D., & Crowne, D. P. (1964). The approval motive: Studies in evaluative dependence. New York: Wiley.

    Google Scholar 

  • Marshall, W. L. (1989). Intimacy, loneliness, and sexual offending. Behavior Research and Therapy, 17, 491–503.

    Article  Google Scholar 

  • Marshall, W. L., Anderson, D., & Champagne, F. (1996). Self-esteem and its relationship to sexual offending. Psychology, Crime, and Law, 3, 81–106.

    Google Scholar 

  • Mills, J. F., & Kroner, D. G. (2005). An investigation into the relationship between socially-desirable responding and offender self-report. Psychological Services, 2, 70–80.

    Article  Google Scholar 

  • Nagayama Hall, G. C. (1989). Self-reported hostility as a function of offense characteristics and response style in a sex offender population. Journal of Consulting and Clinical Psychology, 57, 306–308.

    Article  Google Scholar 

  • Nowicki, S., & Duke, M. P. (1983). The Nowicki-Strickland Life-Span Locus of Control Scales: Construct validation. In H. M. Lefcourt (Ed.), Research with the locus of control construct: Vol. 2. Developments and social problems (pp. 9–49). New York: Academic.

    Google Scholar 

  • Olver, M. E., & Wong, S. C. P. (2006). Psychopathy, sexual deviance, and recidivism among sex offenders. Sexual Abuse: A Journal of Research and Treatment, 18, 65–82.

    Article  Google Scholar 

  • Olver, M. E., Wong, S. C. P., Nicholaichuk, T. P., & Gordon, A. E. (2007) The validity and reliability of the Violence Risk Scale—Sexual Offender Version: Assessing sex offender risk and evaluating therapeutic change. Psychological Assessment (in press).

  • Plaud, J., & Bigwood, S. (1997). A multivariate analysis of the sexual fantasy themes of college men. Journal of Sex and Marital Therapy, 23, 221–230.

    PubMed  Google Scholar 

  • Prochaska, J. O., DiClemente, C. C., & Norcross, J. C. (1992). In search of how people change: Applications to addictive behaviors. American Psychologist, 47, 1102–1114.

    Article  PubMed  Google Scholar 

  • Proulx, J., Pellerin, B., Paradis, Y., McKibben, A., Aubut, J., & Ouimet, M. (1997). Static and dynamic predictors of recidivism in sexual aggressors. Sexual Abuse: A Journal of Research and Treatment, 9, 7–27.

    Article  Google Scholar 

  • Quinsey, V. L., Harris, G. T., Rice, M. E., & Cormier, C. (1998). Violent offenders: Appraising and managing risk. Washington, DC: American Psychological Association.

    Google Scholar 

  • Roger, D., & Najarian, B. (1989). The construction and validation of a new scale for measuring emotional control. Personality and Individual Differences, 10, 845–853.

    Article  Google Scholar 

  • Rice, M. E., & Harris, G. T. (1995). Violent recidivism: Assessing predictive validity. Journal of Consulting and Clinical Psychology, 63, 737–748.

    Article  PubMed  Google Scholar 

  • Russell, D., Peplau, L. A., & Cutrona, C. E. (1980). The revised UCLA Loneliness Scale. Journal of Personality and Social Psychology, 39, 472–480.

    Article  PubMed  Google Scholar 

  • Saunders, D. G. (1991). Procedures for adjusting self-reports of violence for social desirability bias. Journal of Interpersonal Violence, 6, 336–344.

    Article  Google Scholar 

  • Seidman, B., Marshall, W. L., Hudson, S. M., & Robertson, P. J. (1994). An examination of intimacy and loneliness in sex offenders. Journal of Interpersonal Violence, 9, 518–534.

    Article  Google Scholar 

  • Sjostedt, G., & Langstrom, N. (2001). Actuarial assessment of sex offender recidivism risk: A cross validation of the RRASOR and the Static-99 in Sweden. Law and Human Behavior, 25, 629–645.

    Article  PubMed  Google Scholar 

  • Spielberger, C. D. (1983). State Trait Anxiety Inventory. Palo Alto, CA.: Consulting Psychologists.

    Google Scholar 

  • Spielberger, C. D. (1988). State-Trait Anger Expression Inventory (STAXI) Professional Manual. Odessa, FL: Psychological Assessment Rescues.

    Google Scholar 

  • Thornton, D. (2002). Constructing and testing a framework for dynamic risk assessment. Sexual Abuse: A Journal of Research and Treatment, 14, 139–153.

    Article  Google Scholar 

  • Tierney, D. W., & McCabe, M. P. (2001). An evaluation of self-report measures of cognitive distortions and empathy among Australian sex offenders. Archives of Sexual Behavior, 30, 495–519.

    Article  PubMed  Google Scholar 

  • Ward, T., Hudson, S. M., & Marshall, W. L. (1995). Cognitive and affective deficits in sex offenders. Sexual Abuse: A Journal of Research and Treatment, 7, 67–83.

    Article  Google Scholar 

  • Watson, D., & Friend, R. (1969). Measurement of social-evaluative anxiety. Journal of Consulting and Clinical Psychology, 33, 448–457.

    Article  PubMed  Google Scholar 

  • Webster, S. D., Mann, R. E., Carter, A. J., Long, J., Milner, R. J., O’Brien, M. D., et al. (2006). Inter-rater reliability of dynamic risk assessment with sex offenders. Psychology, Crime & Law, 12, 439–452.

    Article  Google Scholar 

  • Wilson, G. (1978). The secrets of sexual fantasy. London: Dent.

    Google Scholar 

  • Wong, S. C. P., & Gordon, A. E. (2006). The validity and reliability of the Violence Risk Scale: A treatment-friendly violence risk assessment tool. Psychology, Public Policy, and Law, 12, 279–309.

    Article  Google Scholar 

  • Wong, S., Olver, M. E., Nicholaichuk, T. P., & Gordon, A. (2003). The Violence Risk Scale: Sexual Offender Version (VRS-SO). Regional Psychiatric Centre and University of Saskatchewan, Saskatoon, Saskatchewan, Canada.

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Randolph C. Grace.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Allan, M., Grace, R.C., Rutherford, B. et al. Psychometric Assessment of Dynamic Risk Factors for Child Molesters. Sex Abuse 19, 347–367 (2007). https://doi.org/10.1007/s11194-007-9052-5

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11194-007-9052-5

Keywords

Navigation