Psychometric Validation of the Indonesian Adolescent Adaptation of the Psychological Inventory of Criminal Thinking Styles
Abstract
This study addresses the need for culturally valid instruments to assess criminal thinking among adolescents in non-Western contexts. Existing measures, such as the Psychological Inventory of Criminal Thinking Styles (PICTS), have limited applicability for adolescent and cross-cultural populations. This study aimed to adapt PICTS into an adolescent-oriented Indonesian version and evaluate its psychometric properties among Indonesian adolescents. A cross-sectional design was used with 550 adolescents aged 14–18 years recruited from educational and correctional settings. The sample was randomly divided for exploratory factor analysis (EFA; n = 275) and confirmatory factor analysis (CFA; n = 275). Reliability was assessed using Cronbach’s alpha and composite reliability, while validity was evaluated using average variance extracted (AVE), heterotrait–monotrait ratio (HTMT), and correlations with APSD-Y. Results supported a four-factor structure consisting of moral disengagement, executive dysfunction, rationalization, and reflective awareness. The final 29-item model showed acceptable fit (CFI = .910, TLI = .901, RMSEA = .039, SRMR = .060), with reliability coefficients ranging from .646 to .858. Concurrent validity was supported by a moderate correlation with APSD-Y scores (r = .441, p < .001). These findings provide preliminary evidence that the Indonesian adolescent adaptation of PICTS is a culturally relevant instrument for assessing criminal thinking among Indonesian adolescents.
Penelitian ini dilakukan untuk menjawab kebutuhan akan instrumen yang valid secara budaya dalam mengukur pemikiran criminal (criminal thinking) pada remaja di konteks non-Barat. Instrumen yang tersedia, seperti Psychological Inventory of Criminal Thinking Styles (PICTS), masih memiliki keterbatasan ketika digunakan pada populasi remaja dan lintas budaya. Oleh karena itu, penelitian ini bertujuan mengadaptasi PICTS ke dalam versi yang sesuai untuk remaja Indonesia serta mengevaluasi karakteristik psikometriknya. Penelitian menggunakan desain potong lintang (cross-sectional) dengan melibatkan 550 remaja berusia 14–18 tahun yang direkrut dari lingkungan pendidikan dan pemasyarakatan. Sampel dibagi secara acak untuk analisis faktor eksploratori (EFA; n = 275) dan analisis faktor konfirmatori (CFA; n = 275). Reliabilitas dievaluasi menggunakan koefisien alfa Cronbach dan composite reliability, sedangkan validitas dievaluasi melalui average variance extracted (AVE), heterotrait–monotrait ratio (HTMT), dan korelasi dengan APSD-Y. Hasil penelitian mendukung struktur empat faktor yang terdiri atas moral disengagement, executive dysfunction, rationalization, dan reflective awareness. Model akhir yang terdiri dari 29 aitem menunjukkan kesesuaian model yang memadai (CFI = .910, TLI = .901, RMSEA = .039, SRMR = .060), dengan koefisien reliabilitas berkisar antara .646 hingga .858. Validitas konkuren didukung oleh korelasi positif sedang dengan skor APSD-Y (r = .441, p < .001). Temuan ini memberikan dukungan awal terhadap adaptasi PICTS untuk remaja Indonesia sebagai instrumen yang relevan secara budaya untuk mengukur criminal thinking pada remaja Indonesia.
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Aazami, A., Valek, R., Ponce, A. N., & Zare, H. (2023). Risk and protective factors and interventions for reducing juvenile delinquency: A systematic review. Social Sciences, 12(9), 474. https://doi.org/10.3390/socsci12090474
Agudelo Rico, D., Panesso Giraldo, C., Arbeláez Caro, J. S., Cabrera Gutiérrez, G., Isaac, V., Escobar, M. J., & Herrera, E. (2024). Moral disengagement in adolescent offenders: its relationship with antisocial behavior and its presence in offenders of the law and school norms. Children, 11(1), 70. https://doi.org/10.3390/children11010070
Bakken, R., Lien, L., Fauske, H., Benth, J. S., & Landheim, A. S. (2023). Criminal thinking and psychosocial characteristics among young adults entering residential substance use treatment. Nordic Studies on Alcohol and Drugs, 40(4), 339–354. https://doi.org/10.1177/14550725231160337
Bandura, A., Barbaranelli, C., Caprara, G. V., & Pastorelli, C. (1996). Mechanisms of moral disengagement in the exercise of moral agency. Journal of Personality and Social Psychology, 71(2), 364. https://doi.org/10.1037//0022-3514.71.2.364
Beaton, D. E., Bombardier, C., Guillemin, F., & Ferraz, M. B. (2000). Guidelines for the process of cross-cultural adaptation of self-report measures. Spine, 25(24), 3186–3191. https://doi.org/10.1097/00007632-200012150-00014
Boateng, G. O., Neilands, T. B., Frongillo, E. A., Melgar-Quiñonez, H. R., & Young, S. L. (2018). Best practices for developing and validating scales for health, social, and behavioral research: a primer. Frontiers in Public Health, 6, 149. https://doi.org/10.3389/fpubh.2018.00149
Cardwell, S. M., Piquero, A. R., Jennings, W. G., Copes, H., Schubert, C. A., & Mulvey, E. P. (2015). Variability in Moral Disengagement and Its Relation to Offending in a Sample of Serious Youthful Offenders. Criminal Justice and Behavior, 42(8), 819–839. https://doi.org/10.1177/0093854814567472
Cho, S. (2021). Modeling the Reciprocal Relationships Between Group-Based Developmental Trajectories of Peer Delinquency and Self-Reported Delinquency During Adolescence: An Application of Interactional Theory. Criminal Justice and Behavior, 48(2), 234–255. https://doi.org/10.1177/0093854820964237
Coşkun, U. H., & Sarıca, A. D. (2025). The Role of Preventive and Protective Interventions in The Struggle Against Juvenile Delinquency: A Developmental Framework. Ceza Hukuku ve Kriminoloji Dergisi, 13(1), 152–181. https://doi.org/10.26650/jplc2024-1582996
Costello, A. B., & Osborne, J. (2005). Best practices in exploratory factor analysis: Four recommendations for getting the most from your analysis. Practical assessment, research, and evaluation, 10(1). https://doi.org/10.7275/jyj1-4868
Cruchinho, P., López-Franco, M. D., Capelas, M. L., Almeida, S., Bennett, P. M., da Silva, M. M., Teixeira, G., Nunes, E., Lucas, P., & Gaspar, F. (2024). Translation, Cross-Cultural Adaptation, and Validation of Measurement Instruments: A Practical Guideline for Novice Researchers. Journal of Multidisciplinary Healthcare, 17, 2701–2728. https://doi.org/10.2147/JMDH.S419714
Dang, H. M., Le, T., Chau, C., Nguyen, P. T., & Weiss, B. (2025). Individualism and Collectivism as Moderators of Relations between Adverse Childhood Experiences and Adolescent Aggressive Behavior. Research on Child and Adolescent Psychopathology, 53(4), 569–581. https://doi.org/10.1007/s10802-025-01296-z
DeVellis, R. F., & Thorpe, C. T. (2021). Scale development: Theory and applications. Sage publications.
Escrig-Espuig, J. M., Martí-Vilar, M., & González-Sala, F. (2023). Criminal Thinking: Exploring its Relationship with Prosocial Behavior, Emotional Intelligence, and Cultural Dimensions. Anuario de Psicologia Juridica, 33(1), 9–15. https://doi.org/10.5093/apj2022a2
Farrington, D. P., Ttofi, M. M., & Piquero, A. R. (2016). Risk, promotive, and protective factors in youth offending: Results from the Cambridge study in delinquent development. Journal of Criminal Justice, 45(2015), 63–70. https://doi.org/10.1016/j.jcrimjus.2016.02.014
Fathoni, A. M., Sulaeman, M., Azizah, E. A. N., Styawati, Y., & Ramadhan, M. U. C. (2024). The New Direction of Indonesian Character Education: Bullying, Moral Decadence, and Juvenile Delinquency. Jurnal Pendidikan Agama Islam, 21(1), 22–39. https://doi.org/10.14421/jpai.v21i1.7759
Fokkema, M., & Greiff, S. (2017). How performing PCA and CFA on the same data equals trouble. European Journal of Psychological Assessment, 33(6), 399–402. https://doi.org/10.1027/1015-5759/a000460
Fornell, C., & Larcker, D. F. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of marketing research, 18(1), 39-50. https://doi.org/10.2307/3151312
Frick, P. J., & Hare, R. D. (2001). The antisocial process screening device Toronto: Multi-Health Systems.
Friedman, N. P., & Robbins, T. W. (2022). The role of prefrontal cortex in cognitive control and executive function. Neuropsychopharmacology, 47(1), 72–89. https://doi.org/10.1038/s41386-021-01132-0
Gomez Tabares, A. S., Restrepo, J. E., & Montoya, D. A. (2025). The effect of empathy and callous-unemotional traits on externalizing behavior in juvenile offenders: The mediating role of moral disengagement. International Journal of Social Psychiatry, 71(6), 1141–1154. https://doi.org/10.1177/00207640251328818
Hair, J. F., Black, W. C., Babin, B. J., & Anderson, R. E. (2019). Multivariate data analysis (8th ed.). Cengage.
Hardiansyah, Adhawiyah, R., & Sitomorang, L. (2025). Development and validation of an organizational citizenship behaviour measurement scale for Indonesian employees: Exploratory and confirmatory factor Analysis. Psikostudia, 14(4), 577–586. https://doi.org/10.30872/psikostudia.v14i3
Hardiansyah, Putri, A. P., Wibisono, M. D., Utami, D. S., & Diana. (2020). Penyusunan alat ukur resiliensi akademik. Psikostudia, 9(3), 185–194. https://doi.org/10.30872/psikostudia.v9i3.3159
Henseler, J., Ringle, C. M., & Sarstedt, M. (2015). A new criterion for assessing discriminant validity in variance-based structural equation modeling. Journal of the Academy of Marketing Science, 43(1), 115-135. https://doi.org/10.1007/s11747-014-0403-8
Kline, R. B. (2023). Principles and practice of structural equation modeling. Guilford publications.
Kotlaja, M. M. (2020). Cultural contexts of individualism vs. collectivism: Exploring the relationships between family bonding, supervision and deviance. European Journal of Criminology, 17(3), 288–305. https://doi.org/10.1177/1477370818792482
Kwon, K. Y., Sutin, A. R., & Kim, J. (2025). Juvenile delinquency and cognitive function in adulthood: Differentiating violent and nonviolent behaviors and exploring multiple mechanisms. Journal of Research on Adolescence, 35(4), 1–15. https://doi.org/10.1111/jora.70095
Lynn, M. R. (1986). Determination and quantification of content validity. Nursing research, 35(6), 382-386.
Marquez-Ramos, F., Alarcon, D., Amian, J. G., Fernandez-Portero, C., Arenilla-Villalba, M. J., & Sanchez-Medina, J. (2023). Risk decision making and executive function among adolescents and young adults. Behavioral Sciences, 13(2), 142. https://doi.org/10.3390/bs13020142
Mertens, E. C., Deković, M., Van Londen, M., & Reitz, E. (2022). Parallel changes in positive youth development and self-awareness: The role of emotional self-regulation, self-esteem, and self-reflection. Prevention Science, 23(4), 502–512. https://doi.org/10.1007/s11121-022-01345-9
Murray, A. L., Zhu, X., Mirman, J. H., Ribeaud, D., & Eisner, M. (2021). An evaluation of dual systems theories of adolescent delinquency in a normative longitudinal cohort study of youth. Journal of Youth and Adolescence, 50(7), 1293–1307. https://doi.org/10.1007/s10964-021-01433-z
Nunnally, J. C., & Bernstein, I. H. (1994). Psychometric theory (3rd ed.). New York: McGraw-Hill.
Osborne, J. W., & KELLOW, J. T. (2008). Exploratory Factor Analysis. Best practices in quantitative methods.
Polit, D. F., & Beck, C. T. (2006). The content validity index: Are you sure you know what’s being reported? Critique. Research in Nursing & Health, 29(5), 489–497. https://doi.org/10.1002/nur.20147
Reynaga, L. Q., Aldana, G. G., Bonilla, J., & Barajas, B. V. R. (2020). Relationship between executive functions and impulsive behavior in adolescents: Comparative study. Salud Mental, 43(4), 175–180. https://doi.org/10.17711/SM.0185-3325.2020.024
Sandra, A., Fadesti, P. F., & Khostarina, T. (2026). Analyzing the Influence of Cognitive Distortions on the Formation of Criminal Behavior: A Systematic Review of Theories and Recent Research. Psikostudia: Jurnal Psikologi, 15(1), 29–41. https://doi.org/10.30872/psikostudia.v15i1
Shek, D. T. L., Li, X., Zhu, X., & Shek, E. Y. W. (2020). Concurrent and longitudinal predictors of adolescent delinquency in mainland chinese adolescents: The role of materialism and egocentrism. International Journal of Environmental Research and Public Health, 17(20), 1–15. https://doi.org/10.3390/ijerph17207662
Syasyila, K., Gin, L. L., Abdullah Mohd. Nor, H., & Kamaluddin, M. R. (2024). The role of cognitive distortion in criminal behavior: A systematic literature review. BMC psychology, 12(1), 741. https://doi.org/10.1186/s40359-024-02228-0
Tervo-Clemmens, B., Calabro, F. J., Parr, A. C., Fedor, J., Foran, W., & Luna, B. (2023). A canonical trajectory of executive function maturation from adolescence to adulthood. Nature Communications, 14(1), 1–17. https://doi.org/10.1038/s41467-023-42540-8
Verheijen, G. P., Burk, W. J., Stoltz, S. E. M. J., Van Den Berg, Y. H. M., & Cillessen, A. H. N. (2021). A Longitudinal Social Network Perspective on Adolescents’ Exposure to Violent Video Games and Aggression. Cyberpsychology, Behavior, and Social Networking, 24(1), 24–31. https://doi.org/10.1089/cyber.2019.0776
Walters, G. D. (1995). The psychological inventory of criminal thinking styles: Part I: Reliability and preliminary validity. Criminal Justice and Behavior, 22(3), 307–325. https://doi.org/10.1177/0093854895022003008
Walters, G. D. (2002). The psychological inventory of criminal thinking styles (PICTS) A review and meta-analysis. Assessment, 9(3), 278–291. https://doi.org/10.1177/1073191102009003007
Walters, G. D. (2024). The Psychological Inventory of Criminal Thinking Styles: A Scoping Review of its Reliability, Factor Structure, Concurrent Correlates, Predictive Correlates, Change Scores, and Cross-National Comparability in Non-U.S. Samples. International Criminology, 4(2), 138–148. https://doi.org/10.1007/s43576-024-00124-6
Watkins, M. W. (2018). Exploratory factor analysis: A guide to best practice. Journal of Black Psychology, 44(3), 219–246. https://doi.org/10.1177/009579841877180
DOI: http://dx.doi.org/10.30872/psikostudia.v15i3.26802
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