Differentiating Perpetrators of Intimate Partner Violence From Other Violent Offenders Using a Statistical Learning Model: The Role of Cognition and Life History Variables

Abstract

Intimate partner violence (IPV) is a widespread crime that victimizes over 4-million women per year in the United States and results in significant monetary cost and unmeasured physical and psychological consequences for victims. Specialized IPV offender treatment programs demonstrate limited effectiveness, which may be due to an insufficient understanding of the factors that differentiate between IPV perpetrators and non-IPV violent offenders. In this study, we utilized classification and regression tree (CART) analysis to identify combinations of factors that best discriminate IPV perpetrators from non-IPV violent offenders. We also compared cognitive abilities between IPV perpetrators and non-IPV violent offenders using standardized neurocognitive tests. CART analysis presented two pathways for identifying offenders as IPV perpetrators: (a) extensive nonviolent criminal history and (b) moderate-to-severe expression of interpersonal traits of psychopathy without attentional deficits. In addition, a third pathway identified non-IPV violent offenders: (c) low levels of interpersonal psychopathic traits and no history of neurodevelopmental diagnosis. IPV perpetrators demonstrated intact cognition relative to test norms, and study groups did not significantly differ on cognitive performance. These findings suggest that individuals with multiple arrests for nonviolent crime or individuals with interpersonal traits of psychopathy without attentional difficulties may be at enhanced risk for IPV perpetration.

Keywords

intimate partner violence neuropsychological testing psychopathy statistical learning model

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References

American Psychiatric Association. (2013). Diagnostic and statistical manual of mental disorders (5th ed.). https://doi.org/10.1176/appi.books.9780890425596

Babcock

J. C.

Green

C. E.

Robie

(2004). Does batterers’ treatment work? A meta-analytic review of domestic violence treatment. Clinical Psychology Review, 23(8), 1023–1053. https://doi.org/doi.org/10.1016/j.cpr.2002.07.001

Babcock

J. C.

Green

C. E.

Webb

S. A.

Yerington

T. P.

(2005). Psychophysiological profiles of batterers: Autonomic emotional reactivity as it predicts the antisocial spectrum of behavior among intimate partner abusers. Journal of Abnormal Psychology, 114(3), 444–455.

Benning

S. D.

Patrick

C. J.

Iacono

W. G.

(2005). Psychopathy, startle blink modulation, and electrodermal reactivity in twin men. Psychophysiology, 42(6), 753–762. https://doi.org/10.1111/j.1469-8986.2005.00353.x

Berk

R. A.

(2008). Statistical learning from a regression perspective. Springer.

Breiman

(1996). Bagging predictors. Machine Learning, 24(2), 123–140. https://doi.org/10.1007/bf00058655

Breiman

(2001). Random forests. Machine Learning, 45(1), 5–32.

Breiman

Friedman

Stone

C. J.

Olshen

R. A.

(1984). Classification and regression trees. CRC press.

Brewer

S. L.

Jr. (2012). An empirical comparison of logistic regression to decision tree induction in the prediction of intimate partner violence reassault [Doctoral dissertation], Indiana University of Pennsylvania.

10.

Bueso-Izquierdo

Hidalgo-Ruzzante

Daugherty

J. C.

Burneo-Garcés

Pérez-García

(2016). Differences in executive function between batterers and other criminals. Journal of Forensic Psychology Practice, 16(5), 321–335. https://doi.org/10.1080/15228932.2016.1219216

11.

Centers for Disease Control and Prevention. (2003). Costs of intimate partner violence against women in the United States. National Center for Injury Prevention and Control.

12.

Cohen

R. A.

Brumm

Zawacki

T. M.

Paul

Sweet

Rosenbaum

(2003). Impulsivity and verbal deficits associated with domestic violence. Journal of the International Neuropsychological Society, 9(5), 760–770. https://doi.org/10.1017/S1355617703950090

13.

Day

Chung

O’Leary

Carson

(2009). Programs for men who perpetrate domestic violence: An examination of the issues underlying the effectiveness of intervention programs. Journal of Family Violence, 24(3), 203–212. https://doi.org/10.1007/s10896-008-9221-4

14.

Delis

D. C.

Kramer

J. H.

Kaplan

Ober

B. A.

(1987). CVLT: California Verbal Learning Test—Adult Version, manual. Psychological Corporation.

15.

Felson

R. B.

Lane

K. J.

(2010). Does violence involving women and intimate partners have a special etiology? Criminology, 48(1), 321–338. https://doi.org/10.1111/j.1745-9125.2010.00186.x

16.

Hanlon

R. E.

Brook

Demery

J. A.

Cunningham

M. D.

(2015). Domestic homicide: Neuropsychological profiles of murderers who kill family members and intimate partners. Journal of Forensic Sciences, 61, S163–S170. https://doi.org/10.1111/1556-4029.12908

17.

Hare

R. D.

(1991). The Hare Psychopathy Checklist–Revised: Manual. Multi-Health Systems, Incorporated.

18.

Harpur

T. J.

Hare

R. D.

(1994). Assessment of psychopathy as a function of age. Journal of Abnormal Psychology, 103(4), 604–609.

19.

Harris

G. T.

Hilton

Z. N.

Rice

M. E.

(2011). Explaining the frequency of intimate partner violence by male perpetrators: Do attitude, relationship, and neighborhood variables add to antisociality? Criminal Justice and Behavior, 38(4), 309–331. https://doi.org/10.1177/0093854810397449

20.

Hollingshead

A. B.

Redlich

F. C.

(1958). Social class and mental illness: A community study. John Wiley.

21.

Holtzworth-Munroe

Meehan

J. C.

Herron

Rehman

Stuart

G. L.

(2000). Testing the Holtzworth-Munroe and Stuart (1994) batterer typology. Journal of Consulting and Clinical Psychology, 68(6), 1000–1019. https://doi.org/10.1037/0022-006X.68.6.1000

22.

Holtzworth-Munroe

Stuart

G. L.

(1994). Typologies of male batterers: Three subtypes and the differences among them. Psychological Bulletin, 116(3), 476–497. https://doi.org/10.1037/0033-2909.116.3.476

23.

Illinois Criminal Code of 2012: Summary of Relevant Violent Crimes, § 720 ILCS 5/. (2012).

24.

Kernic

M. A.

Wolf

M. E.

Holt

V. L.

(2000). Rates and relative risk of hospital admission among women in violent intimate partner relationships. American Journal of Public Health, 90(9), 1416–1420. https://doi.org/10.2105/AJPH.90.9.1416

25.

Lezak

M. D.

Howieson

D. B.

Bigler

E. D.

Tranel

(2012). Neuropsychological assessment (5th ed.). Oxford University Press.

26.

Lynam

D. R.

Charnigo

Moffitt

T. E.

Raine

Loeber

Stouthamer-Loeber

(2009). The stability of psychopathy across adolescence. Development and Psychopathology, 21(4), 1133–1153. https://doi.org/10.1017/s0954579409990083

27.

Mowat-Leger

(2003). Risk factors for violence: A comparison of domestic batterers and other violent and non-violent offenders (Accession No. NQ67053) [Doctoral dissertation]. ProQuest Dissertations and Theses. Carleton University.

28.

Neuilly

M.-A.

Zgoba

K. M.

Tita

G. E.

Lee

S. S.

(2011). Predicting recidivism in homicide offenders using classification tree analysis. Homicide Studies, 15(2), 154–176. https://doi.org/10.1177/1088767911406867

29.

Olson

D. E.

Stalans

L. J.

(2001). Violent offenders on probation: Profile, sentence, and outcome differences among domestic violence and other violent probationers. Violence Against Women, 7(10), 1164–1185. https://doi.org/10.1177/10778010122183793

30.

Olver

M. E.

Stockdale

K. C.

Wormith

J. S.

(2011). A meta-analysis of predictors of offender treatment attrition and its relationship to recidivism. Journal of Consulting and Clinical Psychology, 79(1), 6–21. https://doi.org/10.1037/a0022200

31.

Pence

Paymar

(1993). Education groups for men who batter: The Duluth model. Springer.

32.

Plichta

S. B.

(2004). Intimate partner violence and physical health consequences: Policy and practice implications. Journal of Interpersonal Violence, 19(11), 1296–1323. https://doi.org/10.1177/0886260504269685

33.

Reichel

(2017). Determinants of intimate partner violence in Europe: The role of socioeconomic status, inequality, and partner behavior. Journal of Interpersonal Violence, 32(12), 1853–1873. https://doi.org/10.1177/0886260517698951

34.

Reitan

R. M.

(1958). Validity of the Trail Making Test as an indicator of organic brain damage. Perceptual and Motor Skills, 8(8), 271–276.

35.

Rennison

C. M.

Welchans

(2000). Intimate partner violence. United States Department of Justice, Bureau of Justice Statistics.

36.

Rosenbaum

Hoge

S. K.

(1989). Head injury and marital aggression. The American Journal of Psychiatry, 146(8), 1048–1051. https://doi.org/10.1176/ajp.146.8.1048

37.

Rosenbaum

Hoge

S. K.

Adelman

S. A.

Warnken

W. J.

Fletcher

K. E.

Kane

R. L.

(1994). Head injury in partner-abusive men. Journal of Consulting and Clinical Psychology, 62(6), 1187–1193. https://doi.org/10.1037/0022-006x.62.6.1187

38.

Rubin

D. B.

(1987). Multiple imputation for nonresponse in surveys (Vol. 81). John Wiley.

39.

Saltzman

L. E.

Fanslow

J. L.

McMahon

P. M.

Shelley

G. A.

(1999). Intimate partner violence surveillance: Uniform definitions and recommended data elements. Version 1.0. Centers for Disease Control and Prevention.

40.

Sledjeski

E. M.

Dierker

L. C.

Brigham

Breslin

(2008). The use of risk assessment to predict recurrent maltreatment: A classification and regression tree analysis (CART). Prevention Science, 9(1), 28–37. https://doi.org/10.1007/s11121-007-0079-0

41.

Smith

S. G.

Chen

Basile

K. C.

Gilbert

L. K.

Merrick

M. T.

Patel

, … Jain

(2017). The national intimate partner and sexual violence survey (NISVS): 2010-2012 State report. National Center for Injury Prevention and Control, Centers for Disease Control and Prevention.

42.

Steadman

H. J.

Silver

Monahan

Appelbaum

P. S.

Clark Robbins

Mulvey

E. P.

, … Banks

(2000). A classification tree approach to the development of actuarial violence risk assessment tools. Law and Human Behavior, 24(1), 83–100. https://doi.org/10.1023/A:1005478820425

43.

Stewart

L. A.

Power

(2014). Profile and programming needs of federal offenders with histories of intimate partner violence. Journal of Interpersonal Violence, 29(15), 2723–2747. https://doi.org/10.1177/0886260514526059

44.

Strauss

Sherman

E. M.

Spreen

(2006). Norms selection in neuropsychological assessment. In E. Strauss, E. M. Sherman, & O. Spreen (Eds.), A compendium of neuropsychological tests: Administration, norms, and commentary (3rd ed.). Oxford University Press.

45.

Teichner

Golden

C. J.

Van Hasselt

V. B.

Peterson

(2001). Assessment of cognitive functioning in men who batter. International Journal of Neuroscience, 111(3–4), 241–253. https://doi.org/10.3109/00207450108994235

46.

Theobald

Farrington

D. P.

Coid

J. W.

Piquero

A. R.

(2016). Are male perpetrators of intimate partner violence different from convicted violent offenders? Examination of psychopathic traits and life success in males from a community survey. Journal of Interpersonal Violence, 31(9), 1687–1718. https://doi.org/10.1177/0886260515569061

47.

Therneau

Atkinson

Ripley

(2015). rpart: Recursive partitioning and regression trees. R Package Version 4.

48.

United States Department of Justice. (2017). Domestic violence. https://www.justice.gov/ovw/domestic-violence

49.

Vaden

K. I.

Gebregziabher

Kuchinsky

S. E.

Eckert

M. A.

(2012). Multiple imputation of missing fMRI data in whole brain analysis. Neuroimage, 60(3), 1843–1855. https://doi.org/10.1016/j.neuroimage.2012.01.123

50.

Wechsler

(2008). Wechsler Adult Intelligence Scale—Fourth Edition (WAIS-IV). NCS Pearson.

51.

Wilkinson

G. S. R. G. J.

(2006). Wide Range Acheivement Test—Fourth Edition (WRAT-4). Psychological Assessment Resources, Lutz.

52.

World Health Organization. (2005). WHO multi-country study on women’s health and domestic violence against women: Summary report of initial results on prevalence, health outcomes and women’s responses.

53.

Zamora

(2001). Intellectual characteristics of incarcerated males: Does education and race matter? [Master’s thesis]. New York University.