Skip to main content

ETHNOS_APP

Home • Search • Journals • List 0

Cumulative effects of risk factors and protective factors for cybercrime offending

Bibliographic Data

ID22420426
AuthorsL M J Bekkers (0000-0002-3447-5245, The Hague University of Applied Sciences), E R Leukfeldt (The Hague University of Applied Sciences, corresponding author)
Year2026
Pages1-22
Publication date2026-07-13
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenuePsychology, Crime & Law (JOURNAL)
Journal identifiersISSN: 1068-316X • E-ISSN: 1477-2744
PublisherInforma UK Limited (PUBLISHER • GB)
DOI10.1080/1068316x.2026.2696030
OpenAlexW7168267412
LanguageEN
References cited61

The aim of this study is to better understand unipolar/bipolar relationships and cumulative effects of risk factors and protective factors for cybercrime offending. We address important gaps in the literature, as the individual characteristics of cybercrime offenders remain poorly understood. Utilizing a cross-sectional survey sample of 1240 young people from the Netherlands, we estimated a number of regression models to explore associations with criminal hacking across the domains of personality, peers and online opportunity. The findings indicate that risk and protective factors may represent opposite ends of the same continuum, such that the same variable can decrease odds of cybercrime at one end while increasing it at the other. Exposure to a multitude of risk influences was associated with substantially higher odds of cybercrime offending, as respondents highest in risk were nearly 9 times more likely to engage in cybercrime compared to respondents lowest in risk. Findings imply that it can be beneficial for cybercrime offender prevention to target risk factors across various domains and to stimulate positive influences as well. The peer domain may require priority, considering particularly strong effects. We encourage prospective longitudinal research designs to further investigate the predictors of cybercrime offending.

Cybercrime · Hacker · Odds · Odds ratio · Poison control · Suicide prevention · Crime Patterns and Interventions · Cybercrime and Law Enforcement Studies · Human Factors and Ergonomics · Psychopathy, Forensic Psychiatry, Sexual Offending

  • An integrated theory of sexual offending

    Open Access•Tony Ward, Anthony Beech et al.•Aggression and Violent Behavior•2006

  • Risk and promotive effects in the explanation of persistent serious delinquency in boys.

    Magda Stouthamer-Loeber, Magda Stouthamer‐Loeber et al.•Journal of Consulting and…•2002

  • The coefficient of determination R-squared is more informative than SMAPE, MAE, Mape, MSE and RMSE in regression analysis evaluation

    Open Access•Davide Chicco, M J Warrens et al.•PeerJ Computer Science•2021

  • Low Self-Control, Deviant Peer Associations, and Juvenile Cyberdeviance

    Open Access•Thomas J Holt, Adam M Bossler et al.•American Journal of Criminal…•2012

  • How Big is a Big Odds Ratio? Interpreting the Magnitudes of Odds Ratios in Epidemiological Studies

    Henian Chen, Patricia Cohen et al.•Communications in Statistics -…•2010

  • Risk factors for persistent delinquent behavior among juveniles

    Open Access•Mark Assink, Claudia E Van Der Put et al.•Clinical Psychology Review•2015

  • The dirty dozen

    P K Jonason, Gregory D Webster•Psychological Assessment•2010

  • Systematic review of early risk factors for life-course-persistent, adolescence-limited, and late-onset offenders in prospective longitudinal studies

    Open Access•Darrick Jolliffe, David P Farrington et al.•Aggression and Violent Behavior•2017

  • Resilience in the Face of Adversity

    Open Access•Michael Rutter•The British Journal of Psychiatry•1985

  • The psychological correlates of cybercrime offending

    Open Access•L M J Bekkers, Thomas J Holt et al.•European Journal of Criminology•2026

  • The psychological impact of cybercrime victimization

    Open Access•Jildau Borwell, Jurjen Jansen et al.•European Journal of Criminology•2025

  • Young Homicide Offenders and Victims

    Open Access•Rolf Loeber, David P Farrington•Young Homicide Offenders and…•2011

  • Violence and Serious Theft

    Magda Stouthamer‐Loeber, Rolf Loeber et al.•Violence and Serious Theft•2008

  • A General Theory of Crime

    Michael R Gottfredson, Travis Hirschi•Stanford University Press eBooks•1990

  • High Self‐Control Predicts Good Adjustment, Less Pathology, Better Grades, and Interpersonal Success

    Open Access•June P Tangney, Roy F Baumeister et al.•Journal of Personality•2004

  • Cyber-Dependent Crimes

    David Maimon, Eric R Louderback•Annual Review of Criminology•2018

  • Risk and protection

    J A Pollard, J David Hawkins et al.•Social Work Research•1999

  • Why do young people start and continue with ethical hacking? A qualitative study on individual and social aspects in the lives of ethical hackers

    Open Access•Judith E Noordegraaf, Marleen Weulen Kranenbarg•Criminology & Public Policy•2023

  • The Human Factor of Cybercrime

    Open Access•Benoît Dupont, Thomas J Holt et al.•Social Science Computer Review•2021

  • Gang involvement

    Open Access•Emma Alleyne, Jane L Wood•Aggressive Behavior•2010

  • The Dark Triad of personality in adolescence

    Open Access•Theo A Klimstra, Jelle J Sijtsema et al.•Journal of Research in Personality•2014

  • The Relationship Between Cumulative Risk and Promotive Factors and Violent Behavior Among Urban Adolescents

    Open Access•Sarah A Stoddard, Lauren Whiteside et al.•American Journal of Community…•2013

  • Protective Factors for Antisocial Behavior in Youth

    Open Access•Jessica Gubbels, Mark Assink et al.•Journal of Youth and Adolescence•2024

  • The role of cumulative risk and protection for violent offending

    Open Access•Anna-Karin Andershed, Chris L Gibson et al.•Journal of Criminal Justice•2016

  • Risk, promotive, and protective factors in youth offending

    Open Access•David P Farrington, Maria M Ttofi et al.•Journal of Criminal Justice•2016

  • The Brief Self-Control Scale and Its Refined Version among Incarcerated and Community Youths

    Pedro Pechorro, Matt Delisi et al.•Deviant Behavior•2021

  • Exploring the factors that differentiate individual and group offenders in cyber-dependent crime

    Open Access•L M J Bekkers, Luuk Bekkers et al.•Journal of Criminal Justice•2025

  • Darkode

    Open Access•Benoît Dupont, Anne-Marie Côté et al.•American Behavioral Scientist•2017

  • Offending and Victimization in the Digital Age

    Open Access•Marleen Weulen Kranenbarg, Thomas J Holt et al.•Deviant Behavior•2019

  • The Victim-Perpetrator Overlap in Financial Cybercrime

    Joyce Kerstens, Jurjen Jansen•Deviant Behavior•2016

  • Applying Routine Activity Theory to Cybercrime

    Open Access•Rutger Leukfeldt, Eric Rutger Leukfeldt et al.•Deviant Behavior•2016

  • Subcultural Evolution? Examining the Influence of on- And Off-Line Experiences on Deviant Subcultures

    Thomas J Holt•Deviant Behavior•2007

Citation velocityhistorical
Highly citedNo

Tools

Open DOIOpen Access
Ethnos_APP • Open Source Project • MIT License • Frontend v2.0.0 • Privacy and Cookies • API Documentation: api.ethnos.app/docs • API Source Code: GitHub • DOI: 10.5281/zenodo.17049435 • Frontend Source Code: GitHub • DOI: 10.5281/zenodo.17050053 • cruz.rio.br • Expectantes Misericordiae