Revisiting the Dark Triad Dirty Dozen (DTDD) in Indonesian Population: Examining Factor Structure Using CFA and ESEM

Authors

  • Ahmad Helmi Nugraha Faculty of Psychology, Universitas Padjadjaran, Sumedang, Indonesia
  • Ratna Jatnika Faculty of Psychology, Universitas Padjadjaran, Sumedang, Indonesia
  • Zainal Abidin Faculty of Psychology, Universitas Padjadjaran, Sumedang, Indonesia
  • Yuliana Hanami Faculty of Psychology, Universitas Padjadjaran, Sumedang, Indonesia
  • Peter Karl Jonason Research Institute of Psychology, Vizja University, Warsaw, Poland

DOI:

https://doi.org/10.15575/psy.v12i1.41171

Keywords:

Machiavellianisme, Narsisme, Psikopati, Adaptasi

Abstract

This research aimed to investigate the structural validity of the Dark Triad Dirty Dozen (DTDD) within the Indonesian cultural context. At the preliminary stage, content validity and response process were assessed as part of a systematic translation verification to ensure item clarity and conceptual relevance. Even though satisfactory performance was reported, items 3 and 10 required further cultural refinement. Structural models were also tested using Confirmatory Factor Analysis (CFA) and Exploratory Structural Equation Modelling (ESEM). The results showed that the three-factor structures of Machiavellianism, Narcissism, and Psychopathy were supported as the most conceptually sound and statistically stable option. The bifactor solution reported interpretive limitations, such as low item loadings even though alternative models suggested acceptable fit. Subsequently, ESEM captured subtle cross-loadings, stating the psychological overlap between traits. These results supported the suitability of DTDD and offered an enhanced understanding of the structural complexity of dark traits to strengthen the relevance of cross-cultural personality assessment.

References

Ahmed, O., Naher, L., Islam, R., Akter, M., & Deb, S. (2020). Psychometric analyses of the Bangla version of the Dark Triad Dirty Dozen. Heliyon, 6(11), e05341. https://doi.org/10.1016/j.heliyon.2020.e05341

American Educational Research Association, American Psychological Association, & National Council on Measurement in Education. (2014). Standards for educational and psychological testing. Washington, DC: American Educational Research Association.

Book, A., Visser, B. A., Blais, J., Hosker-Field, A., Methot-Jones, T., Gauthier, N. Y., Volk, A., Holden, R. R., & D’Agata, M. T. (2016). Unpacking more “evilâ€: What is at the core of the dark tetrad? Personality and Individual Differences, 90, 269–272. https://doi.org/10.1016/j.paid.2015.11.009

Braun, S. (2017). Leader narcissism and outcomes in organizations: A review at multiple levels of analysis and implications for future research. Frontiers in Psychology, 8(MAY), 1–22. https://doi.org/10.3389/fpsyg.2017.00773

Brown, T. A. (2015). Confirmatory factor analysis for applied research. Guilford Publications.

Buckels, E. E., Jones, D. N., & Paulhus, D. L. (2013). Behavioral Confirmation of Everyday Sadism. Psychological Science, 24(11), 2201–2209. https://doi.org/10.1177/0956797613490749

Christie, R., & Geis, F. L. (1970). Studies in Machiavellianism. Elsevier. https://doi.org/10.1016/C2013-0-10497-7

Czarna, A. Z., Jonason, P. K., Dufner, M., & Kossowska, M. (2016). The Dirty Dozen scale: Validation of a polish version and extension of the nomological net. Frontiers in Psychology, 7(MAR), 1–12. https://doi.org/10.3389/fpsyg.2016.00445

Devi, L., Natalya, L., Siaputra, I. B., & Jonason, P. K. (2024). Validity of the Dark Triad Dirty Dozen ( DTDD ) test-Indonesian version. 21(August), 118–133.

Dinić, B. M., Petrović, B., & Jonason, P. K. (2018). Serbian adaptations of the Dark Triad Dirty Dozen (DTDD) and Short Dark Triad (SD3). Personality and Individual Differences, 134(January), 321–328. https://doi.org/10.1016/j.paid.2018.06.018

Epstein, J., Santo, R. M., & Guillemin, F. (2015). A review of guidelines for cross-cultural adaptation of questionnaires could not bring out a consensus. Journal of Clinical Epidemiology, 68(4), 435–441. https://doi.org/10.1016/j.jclinepi.2014.11.021

Furnham, A., Richards, S. C., & Paulhus, D. L. (2013). The dark traid of personality: A 10 year review. Social and Personality Psychology Compass, 7(3), 199–216. http://onlinelibrary.wiley.com/doi/10.1111/spc3.12018/full

Gamache, D., Savard, C., & Maheux-Caron, V. (2018). French adaptation of the Short Dark Triad: Psychometric properties and a head-to-head comparison with the Dirty Dozen. Personality and Individual Differences, 122(October 2017), 164–170. https://doi.org/10.1016/j.paid.2017.10.027

Garcia, D., Persson, B. N., Al Nima, A., Brulin, J. G., Rapp-Ricciardi, M., & Kajonius, P. J. (2018). IRT analyses of the Swedish Dark Triad Dirty Dozen. Heliyon, 4(3). https://doi.org/10.1016/j.heliyon.2018.e00569

Gøtzsche-Astrup, O. (2021). Dark triad, partisanship and violent intentions in the United States. Personality and Individual Differences, 173(December 2020). https://doi.org/10.1016/j.paid.2021.110633

Hare, R. D., & Neumann, C. S. (2008). Psychopathy as a clinical and empirical construct. Annual Review of Clinical Psychology, 4(February), 217–246. https://doi.org/10.1146/annurev.clinpsy.3.022806.091452

Hasanati, N. (2019). Validation of Dark Triad Personality Scale. 4th ASEAN Conference on Psychology, Counselling, and Humanities, 304(Acpch 2018), 395–398.

International Test Commission. (2017). ITC guidelines for translating and adapting tests. Www.InTestCom.Org.

Jonason, P. K., Li, N. P., & Teicher, E. A. (2010). Who is James Bond?: The dark triad as an agentic social style. Individual Differences Research, 8(2), 111–120.

Jonason, P. K., & McCain, J. (2012). Using the HEXACO model to test the validity of the Dirty Dozen measure of the Dark Triad. Personality and Individual Differences, 53(7), 935–938. https://doi.org/10.1016/j.paid.2012.07.010

Jonason, P. K., Tosi, M., Silva, S., Antunes, R., & Brito-Costa, S. (2022). An Initial Comparison of the Psychometric Properties of the Dark Triad Dirty Dozen in Spanish and Portuguese. Psychological Test Adaptation and Development, 3(1), 125–133. https://doi.org/10.1027/2698-1866/a000028

Jonason, P. K., & Webster, G. D. (2010). The dirty dozen: A concise measure of the dark triad. Psychological Assessment, 22(2), 420–432. https://doi.org/10.1037/a0019265

Jones, D. N., & Paulhus, D. L. (2014). Introducing the short dark triad (SD3): A brief measure of dark personality traits. Assessment, 21(1), 28–41. https://doi.org/10.1177/1073191113514105

Lawshe, C. H. (1975). A quantitative approach to content validity. Personnel Psychology, 28(4), 563–575.

Lee, K., & Ashton, M. C. (2014). The Dark Triad, the Big Five, and the HEXACO model. Personality and Individual Differences, 67, 2–5. https://doi.org/10.1016/j.paid.2014.01.048

Lingán-Huamán, S. K., Charún-Puémape, D., Pajuelo-Almirón, M., & Castillo-Blanco, R. (2023). Dark Triad dirty dozen: psychometric properties and measurement invariance in Peruvian adolescents. International Journal of Adolescence and Youth, 28(1). https://doi.org/10.1080/02673843.2023.2255019

Malesza, M., Ostaszewski, P., Büchner, S., & Kaczmarek, M. C. (2019). The Adaptation of the Short Dark Triad Personality Measure – Psychometric Properties of a German Sample. Current Psychology, 38(3), 855–864. https://doi.org/10.1007/s12144-017-9662-0

McCrae, R. R., & John, O. P. (1992). An introduction to the Five-Factor Model and its applications. 175–215.

McDonald, R. P., & Ho, M. H. R. (2002). Principles and practice in reporting structural equation analyses. Psychological Methods, 7(1), 64–82. https://doi.org/10.1037/1082-989X.7.1.64

Miller, J. D., Hyatt, C. S., Maples-Keller, J. L., Carter, N. T., & Lynam, D. R. (2017). Psychopathy and Machiavellianism: A Distinction Without a Difference? Journal of Personality, 85(4), 439–453. https://doi.org/10.1111/jopy.12251

Miller, J. D., Vize, C., Crowe, M. L., & Lynam, D. R. (2019). A Critical Appraisal of the Dark-Triad Literature and Suggestions for Moving Forward. Current Directions in Psychological Science, 28(4), 353–360. https://doi.org/10.1177/0963721419838233

Morf, C. C., & Rhodewalt, F. (2001). Unraveling the paradoxes of narcissism: A dynamic self-regulatory processing model. Psychological Inquiry, 12(4), 177–196. https://doi.org/10.1207/S15327965PLI1204_1

Muris, P., Merckelbach, H., Otgaar, H., & Meijer, E. (2017). The malevolent side of human nature: A meta-analysis and critical review of the literature on the dark triad (narcissism, machiavellianism, and psychopathy). Perspectives on Psychological Science, 12(2), 183–204. https://doi.org/10.1177/1745691616666070

Muthén, L. K., & Muthén, B. O. (2015). Mplus User’s Guide (7th ed.). Los Angeles, CA: Muthén & Muthén.

Ningrum, W. D., & Nuzulia, S. (2023). Behavioral Manifestations of Dark Personality Narcissism: an Indigenous Study on Indonesian Workers. Journal of Social and Industrial Psychology, 12(1), 9–24. https://doi.org/10.15294/sip.v12i1.68844

Nugraha, A. H., Julian, R. K., Adiguna, R., Hartono, V. L., Kusuma, D., Shadiqi, M. A., & Rusli, R. (2023). The Dark Triad and Non-Normative Collective Action in the Save KPK Movement in Indonesia: The Mediation Effect of Contempt. Changing Societies and Personalities, 7(1), 130–148. https://doi.org/10.15826/csp.2023.7.1.222

O’Boyle, E. H., Forsyth, D. R., Banks, G. C., & McDaniel, M. A. (2012). A meta-analysis of the Dark Triad and work behavior: A social exchange perspective. Journal of Applied Psychology, 97(3), 557–579. https://doi.org/10.1037/a0025679

Özsoy, E., Rauthmann, J. F., Jonason, P. K., & Ardıç, K. (2017). Reliability and validity of the Turkish versions of Dark Triad Dirty Dozen (DTDD-T), Short Dark Triad (SD3-T), and Single Item Narcissism Scale (SINS-T). Personality and Individual Differences, 117, 11–14. https://doi.org/10.1016/j.paid.2017.05.019

Pabian, S., De Backer, C. J. S., & Vandebosch, H. (2015). Dark Triad personality traits and adolescent cyber-aggression. Personality and Individual Differences, 75, 41–46. https://doi.org/10.1016/j.paid.2014.11.015

Paulhus, D. L., & Williams, K. M. (2002). The dark triad of personality: Narcissism, machiavellianism, and psychopathy. Journal of Research in Personality, 556–563. https://doi.org/10.1007/978-3-319-98446-9_43

Pavlović, T., & Franc, R. (2021). Antiheroes fueled by injustice: dark personality traits and perceived group relative deprivation in the prediction of violent extremism. Behavioral Sciences of Terrorism and Political Aggression, 0(0), 1–26. https://doi.org/10.1080/19434472.2021.1930100

Pineda, D., Sandín, B., & Muris, P. (2020). Psychometrics properties of the Spanish version of two Dark Triad scales: The Dirty Dozen and the Short Dark Triad. Current Psychology, 39(5), 1873–1881. https://doi.org/10.1007/s12144-018-9888-5

Polit, D. F., & Beck, C. T. (2006). The content validity index: are you sure you know what’s being reported? Critique and recommendations. Research in Nursing & Health, 29(5), 489–497. https://doi.org/10.1002/nur.20147

Putri, R. W., & Nuzulia, S. (2023). Manifestation of Dark Personality Behavior: Indigenous Study on Indonesian Workers. Journal of Social and Industrial Psychology, 12(2), 46–61. https://doi.org/10.15294/sip.v12i2.77978

Putri, W. W. K., Rahayu, Y. P., & Arunima, A. (2021). Dark triad personality as predictor of corrupt intention on the state civil apparatus. Journal of Educational, Health and Community Psychology, 10(2), 375.

Raskin, R. N., & Hall, C. S. (1979). A narcissistic personality inventory. Psychological Reports, 45(2), 590. https://doi.org/10.2466/pr0.1979.45.2.590

Rizal, I., & Handayani, B. (2021). Gambaran kepribadian gelap ( dark triad personality ) pada pengguna media sosial. Al-Hikmah: Jurnal Agama Dan Ilmu Pengetahuan, 18(1), 44–53.

Rogoza, R., & Cieciuch, J. (2019). Structural Investigation of the Short Dark Triad Questionnaire in Polish Population. Current Psychology, 38(3), 756–763. https://doi.org/10.1007/s12144-017-9653-1

Rubio, D. M., Berg-Weger, M., Tebb, S. S., Lee, E. S., & Rauch, S. (2003). Objectifying content validity: Conducting a content validity study in social work research. Social Work Research, 27(2), 94–104. https://doi.org/10.1093/swr/27.2.94

Savard, C., Simard, C., & Jonason, P. K. (2017). Psychometric properties of an Arabic Version of the Dark Triad Dirty Dozen Scale. Personality and Individual Differences, 74(1), 122–128. https://doi.org/10.1080/00049530.2022.2138543

Sugiarto, A. P., Sahrah, A., & Anwar, A. (2022). Psychometric Properties of Indonesian HEXACO-100: A Facet Level Analysis. Jurnal Psikologi, 49(1), 21. https://doi.org/10.22146/jpsi.61198

Triandis, H. C. (1995). Individualism & Collectivism. Routledge Taylor & Francis Group.

Vize, C. ., Lynam, D. ., Lynam, K. ., & Miller, J. D. (2018). Differences among Dark Triad components: A meta-analytic investigation. Personality Disorders: Theory, Research, and Treatment, 9(2), 101.

Wang, J., & Wang, X. (2020). Structural equation modeling: Applications using Mplus (2nd ed.). John Wiley & Sons.

Yousefi, R., & Piri, F. (2016). Psychometric properties of Persian version of Dirty Dozen Scale. Iranian Journal of Psychiatry and Clinical Psychology.

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Published

2025-06-30

Issue

Vol. 12 No. 1 (2025): PSYMPATHIC

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