The lingering effects of past crimes over future criminal careers

A criminal career is the longitudinal sequence of offences committed by an individual in his life course. Given the complexity of human behavior, quantitative and predictive models are rarely proposed in criminological psychology research. Few previous works have attempted to create mathematical models of continuity in offending i.e. recidivism through a “memorylessness” first-order Markov chain. Given that criminal careers literature, as well as risk assessment studies, have demonstrated the importance of past offences in triggering future criminal involvement, in the present paper we aim to propose a “memoryfulness” perspective which takes into account the individual offending history. We consider an agent-based model of criminal careers in which persistence in the same state reinforces itself. Our model is developed by replicating and testing two models of recidivism presented in mathematical criminology.

[1]  S. Kilcommins After Crime and Punishment: Pathways to Offender Reintegration , 2007 .

[2]  D. Farrington Childhood Risk Factors and Risk-focussed Prevention , 2006 .

[3]  Antonio Andrés Pueyo,et al.  THE PSYCHOLOGY OF CRIMINAL CONDUCT , 2008 .

[4]  R. Loeber,et al.  A Cumulative Developmental Model of Risk and Promotive Factors , 2008 .

[5]  Deviant Children Grown Up; A Sociological and Psychiatric Study of Sociopathic Personality , 1967 .

[6]  James Bonta,et al.  The psychology of criminal conduct, 5th ed. , 2010 .

[7]  Wesley G. Jennings,et al.  Trajectories of Offending , 2017 .

[8]  Lila Kazemian Desistance From Crime , 2007 .

[9]  A. Blumstein,et al.  The Criminal Career Paradigm , 2003, Crime and Justice.

[10]  A. Piquero,et al.  New frontiers in criminal careers research, 2000-2011: A state-of-the-art review , 2011 .

[11]  Seena Fazel,et al.  Forensic Risk Assessment , 2010 .

[12]  D. Farrington Integrated Developmental and Life-course Theories of Offending , 2008 .

[13]  F. Al-Shamali,et al.  Author Biographies. , 2015, Journal of social work in disability & rehabilitation.

[14]  D. Farrington,et al.  The delinquent way of life: Third report of the Cambridge Study in Delinquent Development , 1977 .

[15]  C. Gardiner Saving Children From A Life Of Crime: Early Risk Factors And Effective Interventions , 2007 .

[16]  Ugo Merlone,et al.  Network Dynamics when Selecting Work Team Members , 2009 .

[17]  Feller William,et al.  An Introduction To Probability Theory And Its Applications , 1950 .

[18]  T. Gibbens Age and Crime , 1965, Mental health.

[19]  Robert G. Sargent,et al.  A tutorial on verification and validation of simulation models (1984) , 1984, WSC '07.

[20]  R. Loeber,et al.  Developmental Criminology Updated , 1998, Crime and Justice.

[21]  J. Coid,et al.  The Development of Offending from Age 8 to Age 50: Recent Results from the Cambridge Study in Delinquent Development , 2009 .

[22]  Howard S. Bloom Evaluating Human Service and Correctional Programs By Modeling the Timing of Recidivism , 1979 .

[23]  M. Krohn,et al.  Taking stock of delinquency : an overview of findings from contemporary longitudinal studies , 2003 .

[24]  J. Bramsen On Greenberg's Two-Step Model of Criminal Recidivism , 2014 .

[25]  Julian Stander,et al.  MARKOV CHAIN ANALYSIS AND SPECIALIZATION IN CRIMINAL CAREERS , 1989 .

[26]  Eric Bonabeau,et al.  Agent-based modeling: Methods and techniques for simulating human systems , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[27]  John Monahan Structured risk assessment of violence. , 2008 .

[28]  P. Vaglum,et al.  Conduct disorder patients 20 years later: a personal follow‐up study , 1994, Acta psychiatrica Scandinavica.

[29]  A. Blumstein Criminal careers and "career criminals" , 1986 .

[30]  J. Monahan,et al.  Rethinking Risk Assessment: The MacArthur Study of Mental Disorder and Violence , 2001 .

[31]  Julien Morizot,et al.  1 Introduction: Understanding Criminal and Antisocial Behavior Within a Developmental and Multidisciplinary Perspective , 2015 .

[32]  T. Moffitt,et al.  Trajectories of Offending and Their Relation to Life Failure in Late Middle Age: Findings from the Cambridge Study in Delinquent Development , 2010 .

[33]  David P. Farrington,et al.  CRIMINAL CAREER RESEARCH IN THE UNITED KINGDOM , 1992 .

[34]  Arianna Dal Forno The Evolution of Coworker Networks: An Experimental and Computational Approach , 2008 .

[35]  N. Lambert,et al.  Childhood conduct problems, hyperactivity-impulsivity, and inattention as predictors of adult criminal activity. , 1999, Journal of child psychology and psychiatry, and allied disciplines.

[36]  William T. Morris,et al.  On the Art of Modeling , 1967 .

[37]  Joseph Payne Criminal Recidivism: Explanation, Prediction and Prevention , 2014 .

[38]  T. Moffitt Adolescence-limited and life-course-persistent antisocial behavior: a developmental taxonomy. , 1993, Psychological review.

[39]  Richard C. Larson,et al.  Problems in Modeling and Measuring Recidivism , 1971 .

[40]  D. Farrington,et al.  Who becomes delinquent?: Second report of the Cambridge Study in Delinquent Development, , 1973 .

[41]  Oliver C. Ibe,et al.  Markov processes for stochastic modeling , 2008 .

[42]  Daniel S. Nagin,et al.  ON THE RELATIONSHIP OF PAST TO FUTURE PARTICIPATION IN DELINQUENCY , 1991 .

[43]  Shadd Maruna,et al.  Making Good: How Ex-Convicts Reform and Rebuild Their Lives , 2000 .

[44]  Peter Stone,et al.  Reinforcement learning , 2019, Scholarpedia.

[45]  Alfred Blumstein,et al.  Delinquency Careers: Innocents, Desisters, and Persisters , 1985, Crime and Justice.

[46]  A. Barnett,et al.  Selective incapacitation and the Philadelphia cohort data , 1985 .

[47]  Michael D. Maltz,et al.  The Mathematics of Behavioral Change , 1977 .

[48]  I. Dizenhuz Deviant Children Grown Up: A Sociological and Psychiatric Study of Sociopathic Personality. , 1967 .

[49]  Shadd Maruna Reentry as a rite of passage , 2011 .

[50]  A. Blumstein,et al.  Key Issues in Criminal Career Research: How Does Onset Age Relate to Individual Offending Frequency? , 2007 .

[51]  David P. Farrington,et al.  Explaining Criminal Careers: Implications for Justice Policy , 2012, CrimRxiv.

[52]  D. Greenberg Recidivism as Radioactive Decay , 1978 .

[53]  J. Monahan,et al.  The evolution of violence risk assessment , 2014, CNS Spectrums.

[54]  Shadd Maruna Elements of Successful Desistance Signaling , 2012 .

[55]  D. Farrington Key Results from the First Forty Years of the Cambridge Study in Delinquent Development , 2003 .

[56]  K. Heilbrun Violent offenders: Appraising and managing risk. , 1998 .