Personality traits as predictors of driver behaviour: a comprehensive profiling study of Portuguese drivers
DOI:
https://doi.org/10.55329/chby5534Keywords:
cluster analysis, driver behaviour, Driver Behaviour Profile (DBP), Driver Behaviour Questionnaire (DBQ), personality, regression analysis, Southern EuropeAbstract
Human factors substantially contribute to road crashes. However, assessing their effects is complex due to the influence of individual characteristics such as personality. Therefore, studies examining the relationship between personality traits and driving behaviour are essential. This study aimed to construct driver behaviour profiles based on these relationships within a large sample of Portuguese drivers. A community sample of 747 licensed drivers, aged under 75 and with at least three years of driving experience, completed an online survey. Instruments included the NEO-Five Factor Inventory-20, the Impulsivity and Sensation Seeking Scale, and the 24-item Driver Behaviour Questionnaire (DBQ). Firstly, multiple linear regressions were conducted considering the three driving behaviour dimensions of the DBQ to support the construction of the profiles. Results indicated that neuroticism, agreeableness, extraversion, impulsivity, and sensation seeking predicted infractions and aggressive driving. Neuroticism, conscientiousness, and impulsivity predicted non-intentional errors, while neuroticism, openness, conscientiousness, and impulsivity were associated with lapses. Even after controlling for age and gender, personality traits remained significant predictors. Secondly, four driver behaviour profiles were constructed using two alternative methodologies: an empirical approach and cluster analysis with k-means. Profiles built using the empirical approach resulted in four groups of drivers characterised by more easily identifiable driving behaviours: prudent, regular, distracted/forgetful, and aggressive drivers. The distracted/forgetful group showed a positive relationship to crash involvement. Overall, the study shows that the complex driver behaviour needs to be carefully grouped.
Downloads
References
Autoridade Nacional de Segurança Rodoviária (ANSR) (2024). Road accidents report. Accessed March 2025.
Aberg, L., & Rimmo, P. A. (2010). Dimensions of aberrant behavior. Ergonomics, 41, 39-56. DOI: https://doi.org/10.1080/001401398187314
Akbari, M., Kamran, B. L., Heydari, S. T., Motevalian, S. A., Tabrizi, R., Asadi-Shekari, Z., & JMSullman, M. (2019). Meta-analysis of the correlation between personality characteristics and risky driving behaviors. Journal of Injury and Violence Research, 11(2). DOI: https://doi.org/10.5249/jivr.v11i2.1172
Aluja, A., Balada, F., García, O., & García, L. F. (2023). Psychological predictors of risky driving: the role of age, gender, personality traits (Zuckerman’s and Gray’s models), and decision-making styles. Frontiers in Psychology, 14, 1058927. DOI: https://doi.org/10.3389/fpsyg.2023.1058927
Bertoquini, V., & Pais-Ribeiro, J. L. (2006). Estudo de Formas Reduzidas do NEO-PI-R. Psicologia: Teoria, Investigação e Prática, 11(1), 85-101.
Bıçaksız, P., & Özkan, T. (2016). Impulsivity and driver behaviors, offenses and accident involvement: A systematic review. Transportation Research Part F: Traffic Psychology and Behaviour, 38, 194-223. DOI: https://doi.org/10.1016/j.trf.2015.06.001
Bobermin, M., & Ferreira, S. (2022). Evaluating individual heterogeneity in the probability of crash involvement. 8th International Conference on Road Safety and Simulation, 8–10 June, Athens, Greece.
Cordazzo, S. T. D., Scialfa, C. T., Bubric, K., & Ross, R. J. (2014). The Driver Behaviour Questionnaire: A North American Analysis. Journal of Safety Research, 50, 99-107. DOI: https://doi.org/10.1016/j.jsr.2014.05.002
Correia, J. P. (2014). Traços de personalidade, estados emocionais e condução: um estudo comparativo entre condutores de ambos os sexos. Doctoral Thesis, Faculty of Medicine, University of Lisbon, Portugal.
de Winter, J. C. F., Dodou, D., & Stanton, N. A. (2015). A quarter of a century of the DBQ: some supplementary notes on its validity with regard to accidents. Ergonomics, 58(10), 1745-1769. DOI: https://doi.org/10.1080/00140139.2015.1030460
de Winter, J. C. F., & Dodou, D. (2010). The Driver Behaviour Questionnaire as predictor of accidents – A meta-analysis. Journal of Safety Research, 41, 463. DOI: https://doi.org/10.1016/j.jsr.2010.10.007
Deffenbacher, J. L., Huff, M. E., Lynch, R. S., Oetting, E. R., & Salvatore, N. F. (2000). Characteristics and treatment of high anger drivers. Journal of Counseling Psychology, 47, 5-17. DOI: https://doi.org/10.1037/0022-0167.47.1.5
Dourado, J. F., Pereira, A. T., Nogueira, V., Bastos Silva, A. M. C., & Seco, A. J. M. (2017). Personality and Driver Behaviour Questionnaire: Correlational Exploratory Study. Transport Infrastructure and Systems: Proceedings of the AIIT International Congress on Transport Infrastructure and Systems, 787-794. Rome, Italy, 10–12 April 2017. DOI: https://doi.org/10.1201/9781315281896-101
Dourado, J. F., Pereira, A. T., Marques, C., Azevedo, J., Nogueira, V., Macedo, A., Silva, A. M. B., & Seco, A. J. M. (2017). Confirmatory Factor Analysis of NEO-FFI-20 in a Portuguese Sample. European Psychiatry, 41(S1), S255-S255. DOI: https://doi.org/10.1016/j.eurpsy.2017.02.052
Dourado, J. F., Marques, C., Pereira, A. T., Nogueira, V., Macedo, A., Silva, A. M. B., & Seco, A. J. (2017). The Portuguese Validation of the Impulsive Sensation Seeking Scale. European Psychiatry, 41(S1), S797-S797. DOI: https://doi.org/10.1016/j.eurpsy.2017.01.1535
Dourado, J. F., Marques, C., Pereira, A. T., Nogueira, V., Macedo, A., Bastos Silva, A. M. C., & Seco, A. J. M. (2017). Further validation of the driver behaviour questionnaire – confirmatory factor analysis in a Portuguese sample. European Psychiatry, 41(S1), S694-S694. DOI: https://doi.org/10.1016/j.eurpsy.2017.01.1220
European Commission (2024). Road safety thematic report – Main factors causing fatal crashes. European Road Safety Observatory, Brussels, Directorate General for Transport.
Granié, M. A., Thévenet, C., Varet, F., Evennou, M., Oulid-Azouz, N., Lyon, C., Meesmann, U., Robertson, R., Torfs, K., Vanlaar, W., Woods-Fry, H., & Van den Berghe, W. (2020). Effect of Culture on Gender Differences in Risky Driver Behavior through Comparative Analysis of 32 Countries. Transportation Research Record, 2675(3), 274-287. DOI: https://doi.org/10.1177/0361198120970525
Hennessy, D. (2011). Handbook of Traffic Psychology, Chapter 12, In B. Porter (Ed.)
Jovanovic, D., Lipovac, K., Stanojevic, P., & Stanojevic, D. (2011). The effects of personality traits on driving-related anger and aggressive behavior in traffic among Serbian drivers. Transportation Research Part F: Traffic Psychology and Behaviour, 14, 43-53. DOI: https://doi.org/10.1016/j.trf.2010.09.005
Khattak, A. J., Ahmad, N., Wali, B., & Dumbaugh, E. (2021). A taxonomy of driving errors and violations: Evidence from the naturalistic driving study. Accident Analysis & Prevention, 151, 105873. DOI: https://doi.org/10.1016/j.aap.2020.105873
Lawton, R., Parker, D., Stradling, S., & Manstead, A. (1997). The role of affect in predicting social behaviours: the case of road traffic violations. Journal of Applied Social Psychology, 27, 1258-1276. DOI: https://doi.org/10.1111/j.1559-1816.1997.tb01805.x
Liao, X., Mehrotra, S., Ho, S., Gorospe, Y., Wu, X., & Mistu, T. (2022). Driver Profile Modeling Based on Driving Style, Personality Traits, and Mood States. IEEE Conference on Intelligent Transportation Systems, Proceedings, ITSC, 709-716. DOI: https://doi.org/10.1109/ITSC55140.2022.9921996
Luo, X., Ge, Y., & Qu, W. (2023). The association between the Big Five personality traits and driving behaviors: A systematic review and meta-analysis. Accident Analysis and Prevention, 183. DOI: https://doi.org/10.1016/j.aap.2023.106968
Mallia, L., Lazuras, L., Violani, C., & Lucidi, F. (2015). Crash risk and aberrant driving behaviors among bus drivers: The role of personality and attitudes towards traffic safety. Accident Analysis and Prevention, 79, 145-151. DOI: https://doi.org/10.1016/j.aap.2015.03.034
Marôco, J. (2014). Análise Estatística com o SPSS, 6ª edição, Report Number, Pêro Pinheiro.
Oppenheim, I., & Shina, D. (2011). Human Factors and Ergonomics. Handbook of Traffic Psychology, Chapter 15, In B. Porter (Ed.), London: Academic Press (Elsevier imprint). DOI: https://doi.org/10.1016/B978-0-12-381984-0.10015-3
Owsley, C., McGwin, G. J., & McNeal, S. F. (2003). Impact of impulsiveness, venturesomeness and empathy on driving by older adults. Journal of Safety Research, 34, 353-359. DOI: https://doi.org/10.1016/j.jsr.2003.09.013
Parker, D., Reason, J. T., Manstead, A. S. R., & Stradling, S. G. (1995). Driving errors, driving violations and accident involvement. Ergonomics, 38, 1036-1048. DOI: https://doi.org/10.1080/00140139508925170
Payyanadan, R. P., & Angell, L. S. (2022). A Framework for Building Comprehensive Driver Profiles. Information (Switzerland), 13(2). DOI: https://doi.org/10.3390/info13020061
Reason, J. T. (1990). Human Error, Cambridge University Press:Cambridge.
Reason, J. T., Manstead, A., Stradling, S., Baxter, J., & Campbell, K. (1990). Errors and violations on the roads: A real distinction?. Ergonomics, 33, 1315-1332. DOI: https://doi.org/10.1080/00140139008925335
Reimer, B., D’Ambrosio, L. A., Gilbert, J., Coughlin, J. F., Biederman, J., Surman, C., Fried, R., & Aleardi, M. (2005). Behavior differences in drivers with attention deficit hyperactivity disorder: The driving behavior questionnaire. Accident Analysis and Prevention, 37, 996-1004. DOI: https://doi.org/10.1016/j.aap.2005.05.002
SafetyNet (2009). Older drivers. European Road Safety Observatory, European Commission.
Tao, D., Zhang, R., & Qu, X. (2017). The role of personality traits and driving experience in self-reported risky driving behaviors and accident risk among Chinese drivers. Accident Analysis and Prevention, 99, 228-235. DOI: https://doi.org/10.1016/j.aap.2016.12.009
Treat, J. R., Tumbas, N. S., McDonald, S. T., Shinar, D., Hume, R. D., & Mayer, R. E. (1979). Tri-level study of the causes of traffic accidents: final report. Executive summary. Institute for Research in Public Safety, Indiana University, Bloomington, DOI: https://doi.org/10.1037/e488172008-001
Tselentis, D. I., & Papadimitriou, E. (2023). Driver Profile and Driving Pattern Recognition for Road Safety Assessment: Main Challenges and Future Directions. IEEE Open Journal of Intelligent Transportation Systems, 4, 83-100. DOI: https://doi.org/10.1109/OJITS.2023.3237177
Ulleberg, P. (2002). Personality subtypes of young drivers. Relationship to risk-taking preferences, accident involvement, and response to a traffic safety campaign. Transportation Research Part F: Traffic Psychology and Behaviour, 4, 279-297. DOI: https://doi.org/10.1016/S1369-8478(01)00029-8
Vaa, T. (2014). From Gibson and Crooks to Damasio: The role of psychology in the development of driver behaviour models. Transportation Research Part F: Traffic Psychology and Behaviour, 25, 112-119. DOI: https://doi.org/10.1016/j.trf.2014.02.004
Yang, J., Du, F., Qu, W., Gong, Z., & Sun, X. (2013). Effects of Personality on Risky Driving Behavior and Accident Involvement for Chinese Drivers. Traffic Injury Prevention, 14(6), 565-571. DOI: https://doi.org/10.1080/15389588.2012.748903
Weller, G., Schlag, B., Gatti, G., Jorna, R., & van de Leur, M. (2006). Human factors in road design: State of the art and empirical evidence. European Commission, Directorate-General for Transport and Energy, Document ID RI-TUD-WP8-R1-V5-Human-Factors, Brussels.
Wierwille, W. W., Hanowski, R. J., Hankey, J. M., Kieliszewski, C. A., Lee, S. E., Medina, A., & Dingus, T. A. (2002). Identification of driver errors: overview and recommendations. Report No. FHWA-RD-02-003.
World Health Organization (2023). Global status report on road safety 2023, World Health Organization:Geneva. Licence: CC BY-NC-SA 3.0 IGO.
Zhang, Y., Zhu, W., Xiao, Y., Kramer, A. F., & Lin, Y. (2024). A Systematic Review and Meta-Analysis of Older Adults’ Cognitive Impairments and Effects on Road Safety. Proceedings of the Human Factors and Ergonomics Society Annual Meeting, 68(1), 1279-1286. DOI: https://doi.org/10.1177/10711813241284571
Zuckerman, M. (1994). Behavioral expressions and biosocial bases of sensation seeking, Cambridge University Press:New York.
Published
How to Cite
Issue
Section
License
Copyright (c) 2026 Joana Félix Dourado, Sara Ferreira, Ana Telma Pereira, Ana Bastos Silva, Álvaro da Maia Seco

This work is licensed under a Creative Commons Attribution 4.0 International License.
Funding data
-
Fundação para a Ciência e a Tecnologia
Grant numbers PD/BD/105718/2014





