A Model for Traffic Accidents Prediction Based on Driver Personality Traits Assessment

  • Marjana Čubranić-Dobrodolac University of Belgrade, Faculty of Transport and Traffic Engineering
  • Krsto Lipovac University of Belgrade, Faculty of Transport and Traffic Engineering
  • Svetlana Čičević University of Belgrade, Faculty of Transport and Traffic Engineering
  • Boris Antić University of Belgrade, Faculty of Transport and Traffic Engineering
Keywords: risk perception, aggressiveness, impulsiveness, self-perception, traffic accidents, traffic safety,

Abstract

The model proposed in this paper uses four psychological instruments for assessing driver behaviour and personality traits aiming to find a relationship between the considered constructs and the occurrence of traffic accidents. A Barratt Impulsiveness Scale (BIS-11) was used for the assessment of impulsivity, Aggressive Driving Behaviour Questionnaire (ADBQ) for assessing the aggressiveness while driving, Manchester Driver Attitude Questionnaire (DAQ) and the Questionnaire for self-assessment of driving ability. Besides these instruments, the participants filled out an extensive demographic survey. Within the statistical analysis, in addition to the descriptive indicators, correlation coefficients were calculated and four hierarchical regression analyses were performed to determine the predictive power of personality traits on the occurrence of traffic accidents. Further, to confirm the results and to obtain additional information about the relationship between the considered variables, the structural equation modelling and binary logistic regression have been implemented. A sample of this research covered 305 drivers, of which there were 100 bus drivers and 102 truck drivers, as well as 103 drivers of privately owned vehicles. The results indicate that BIS-11 and ADBQ questionnaires show the best predictive power which means that impulsivity and aggressiveness as personality traits have the greatest influence on the occurrence of traffic accidents. This research could be useful in many fields, such as the design of selection procedures for professional drivers, development of programs for the prevention of traffic accidents and violations of law, rehabilitation of drivers who have been deprived of the driving license, etc.

Author Biographiesaaa replica rolex repwatches replica rolex watches for men replica iwc watch

Marjana Čubranić-Dobrodolac, University of Belgrade, Faculty of Transport and Traffic Engineering

Reasearch and Teaching Assistant,

Chair for Traffic Psychology

Krsto Lipovac, University of Belgrade, Faculty of Transport and Traffic Engineering

Full Professor,

Chair for Traffic Safety

Svetlana Čičević, University of Belgrade, Faculty of Transport and Traffic Engineering

Full Professor

Chair for Traffic Psychology

Boris Antić, University of Belgrade, Faculty of Transport and Traffic Engineering

Assistant Professor,

Chair for Traffic Safety

References

Bédard M, Guyatt GH, Stones MJ, Hirdes JP. The independent contribution of driver, crash, and vehicle characteristics to driver fatalities. Accident Analysis & Prevention. 2002;34(6): 717-727. Available from: https://doi.org/10.1016/S0001-4575(01)00072-0 [Accessed 24th January 2017]

Quimby AR. Comparing UK and European drivers on speed and speeding issues: some results from SARTRE 3 survey, in Behavioural research in Road Safety: Fifteenth Seminar. London: Department for Transport; 2005. p. 49-67. Available from: http://www.bv.transports.gouv.qc.ca/mono/0996518.pdf [Accessed 22nd

February 2017].

Sjöberg L, Wahlberg A. Risk perception and new age beliefs. Risk Analysis. 2002; 22(4): 751-764. Available from: https://doi.org/10.1111/0272-4332.00066 [Accessed 19th January 2017]

Elvik R. Speed and road safety: Synthesis of evidence from evaluation studies. Transportation Research Record: Journal of the Transportation Research Board. 2005;1908: 59-69. Available from: https://doi.org/10.3141/1908-08 [Accessed 17th December 2016]

Moen BE, Rundmo T. Worrying about Transport Risks. In: Rundmo T, Moen BE. (eds.) Risk Judgement and Safety in Transport. Warsaw: Swedish National Road and Transport Research Institute (VTI); 2005. p. 5-16. Available from: http://www.diva-portal.se/smash/get/diva2:781525/FULLTEXT01.pdf [Accessed 12th January 2017]

Deffenbacher JL, Oetting ER, Lynch RS. Development of a driving anger scale. Psychological Reports. 1994;74(1): 83-91. Available from: https://doi.org/10.2466/pr0.1994.74.1.83 [Accessed 24th December

Lajunen T, Parker D, Stradling SG. Dimensions of driver anger, aggressive and highway code violations and their mediation by safety orientation. Transportation Research Part F: Traffic Psychology and Behaviour. 1998;1(2): 107-121. Available from: https://doi.org/10.1016/S1369-8478(98)00009-6 [Accessed 24th December 2016]

Shinar D. Aggressive driving: The contribution of the drivers and the situation. Transportation Research Part F: Traffic Psychology and Behaviour. 1998;1(2): 137-160. Available from: https://doi.org/10.1016/S1369-8478(99)00002-9 [Accessed 7th December 2016]

Hennessy DA, Wiesenthal DL. Traffic congestion, driver stress, and driver aggression. Aggressive Behavior. 1999;25(6): 409-423. Available from: https://doi.org/10.1002/(SICI)1098-2337(1999)25:6%3C409::AID-AB2%3E3.0.CO;2-0 [Accessed 19th January 2017]

Elander J, West R, French D. Behavioral correlates of individual differences in road-traffic crash risk: an examination of methods and findings. Psychological Bulletin. 1993;113(2): 279-294. Available from: https://doi.org/10.1037/0033-2909.113.2.279 [Accessed 8th January 2017]

Underwood G, Chapman P, Wright S, Crundall D. Anger while driving. Transportation Research Part F: Traffic Psychology and Behaviour. 1999;2: 55-68. Available from: https://doi.org/10.1016/S1369-8478(99)00006-6 [Accessed 16th January 2017]

Sümer N. Personality and behavioral predictors of traffic accidents: testing a contextual mediated model. Accident Analysis & Prevention. 2003;35(6): 949-964. Available from: https://doi.org/10.1016/S0001-4575(02)00103-3 [Accessed 8th January 2017]

Herrero-Fernándeza D, Fonseca-Baeza S. Angry thoughts in Spanish drivers and their relationship with crash-related events. The mediation effect of aggressive and risky driving. Accident Analysis & Prevention. 2017;106: 99-108. Available from: https://doi.org/10.1016/j.aap.2017.05.015 [Accessed 8th February 2017]

Stephens AN, Sullman MJ. Development of a short form of the driving anger expression inventory. Accident Analysis & Prevention. 2014;72: 169-176. Available from: https://doi.org/10.1016/j.aap.2014.06.021 [Accessed 14th January 2017]

Clapp JD, Olsen SA, Danoff-Burg S, Hagewood JH, Hickling EJ, Hwang VS, Beck JG. Factors contributing to anxious driving behavior: The role of stress history and accident severity. Journal of Anxiety Disorders.

;25(4): 592-598. Available from: https://doi.org/10.1016/j.janxdis.2011.01.008 [Accessed 8th January 2017]

Mallia L, Lazuras L, Violani C, Lucidi F. Crash risk and aberrant driving behaviors among bus drivers: The role of personality and attitudes towards traffic safety. Accident Analysis & Prevention. 2015;79: 145-151. Available from: https://doi.org/10.1016/j.aap.2015.03.034 [Accessed 9th November 2016]

Mohamed M, Bromfield NF. Attitudes, driving behavior, and accident involvement among young male drivers in Saudi Arabia, Transportation Research Part F: Traffic Psychology and Behaviour. 2017;47: 59-71. Available from: https://doi.org/10.1016/j.trf.2017.04.009 [Accessed 8th January 2017]

Luengo MA, Carrillo-de-la-Peña MT, Otero JM. The components of impulsiveness: a comparison of the I7 Impulsiveness Questionnaire and the Barratt Impulsiveness Scale. Personality and Individual Differences. 1991;12(7): 657-667. Available from: https://doi.org/10.1016/0191-8869(91)90220-6 [Accessed 25th January 2017]

Patton JH, Stanford MS, Barratt ES. Factor structure of the Barratt Impulsiveness Scale. Journal of Clinical Psychology. 1995;51(6): 768-774. Available from: https://doi.org/10.1002/1097-4679(199511)51:6%3C768::AIDJCLP2270510607%3E3.0.CO;2-1 [Accessed 26th February 2017]

Stanford MS, Houston RJ, Mathias CW, Villemarette-Pittman NR, Helfritz LE, Conklin SM. Characterizing aggressive behaviour. Assessment. 2003;10(2): 183-190. Available from: https://doi.org/10.1177/1073191103010002009 [Accessed 8th January 2017]

Berdoulat E, Vavassori D, Muñoz Sastre MT. Driving anger, emotional and instrumental aggressiveness, and impulsiveness in the prediction of aggressive and transgressive driving. Accident Analysis & Prevention. 2013;50: 758-767. Available from: https://doi.org/10.1016/j.aap.2012.06.029 [Accessed 14th January 2017]

Connor DF, Steingard RJ, Anderson JJ, Melloni RH. Gender differences in reactive and proactive aggression. Child Psychiatry & Human Development. 2003;33(4): 279-294. Available from: https://doi.

org/10.1023/A:1023084112561 [Accessed 8th February 2017]

Mouloua M, Brill JC, Shirkey E. Gender differences and aggressive driving behavior: A factor analytic study. Proceedings of the 51st Annual Meeting of the Human Factors and Ergonomics Society; Baltimore, MD; 2007. p. 1283-1286.

Parker D, Lajunen T, Stradling S. Attitudinal predictors of interpersonally aggressive violations on the road. Transportation Research Part F: Traffic Psychology and Behaviour. 1998;1(1): 11-24. Available from: https://doi.org/10.1016/S1369-8478(98)00002-3 [Accessed 8th January 2017]

Tronsmoen T. Associations between self-assessment of driving ability and accident risk among young drivers. Transportation Research Part F: Traffic Psychology and Behaviour. 2008;11(5): 334-346. Available from: https://doi.org/10.1016/j.trf.2008.02.002 [Accessed 16th January 2017]

Road Traffic Safety Agency of the Republic of Serbia, Trends of indicators. Belgrade: Road Traffic Safety Agency of the Republic of Serbia; 2017. Available from: http://www.abs.gov.rs/trendovi-pokazatelja [Accessed 10th August 2017]

Santos J, Lu J. Occupational safety conditions of bus drivers in metro Manila. International Journal of Occupational Safety and Ergonomics. 2016;22(4): 508-513. Available from: https://doi.org/10.1080/10803548.2016.1151700 [Accessed 15th January 2017]

Bagozzi R, Yi Y. Specification, evaluation, and interpretation of structural equation models. Journal of the Academy of Marketing Science. 2012;40(1): 8-34. Available from: https://doi.org/10.1007/s11747-011-0278-x [Accessed 5th January 2017]

Jiang K, Ling F, Feng Z, Wang K, Shao C. Why do drivers continue driving while fatigued? An application of the theory of planned behavior, Transportation Research Part A: Policy and Practice. 2017;98: 141-149. Available from: https://doi.org/10.1016/j.tra.2017.02.003 [Accessed 8th January 2017]

Jovanović D, Stanojević P, Jakšić D. The influence of risk perception and self-assessed driving abilities on the behavior of young drivers, XII International Symposium “Road Accidents Prevention 2014”, 9-10 October 2014, Borsko Jezero, Serbia.

Machin MA, Sankey KS. Relationships between young drivers’ personality characteristics, risk perceptions, and driving behaviour. Accident Analysis & Prevention. 2008;40: 541-547. Available from: https://doi.org/10.1016/j.aap.2007.08.010 [Accessed 8th January 2017]

Dahlen ER, Martin RC, Ragan K, Kuhlman MM. Driving anger, sensation seeking, impulsiveness, and boredom proneness in the prediction of unsafe driving. Accident Analysis & Prevention. 2005;37(2):

-348. Available from: https://doi.org/10.1016/j.aap.2004.10.006 [Accessed 26th January 2017]

Ryb GE, Dischinger PC, Kufera JA, Read KM. Risk perception and impulsivity: Association with risky behaviors and substance abuse disorders. Accident Analysis & Prevention. 2006;38(3): 567-573. Available from: https://doi.org/10.1016/j.aap.2005.12.001 [Accessed 4th January 2017]

Moan IS, Norström T, Storvoll EE. Alcohol use and drunk driving: the modifying effect of impulsivity, Journal of Studies on Alcohol and Drugs. 2013;74(1): 114-119. Available from: https://doi.org/10.15288/jsad.2013.74.114 [Accessed 8th January 2017]

Jakubczyk A, Klimkiewicz A, Wnorowska A, Mika K, Bugaj M, Podgórska A, Barry K, Blow FC, Brower KJ, Wojnar M. Impulsivity, risky behaviors and accidents in alcohol-dependent patients. Accident Analysis & Prevention. 2013;51: 150-155. Available from: https://doi.org/10.1016/j.aap.2012.11.013 [Accessed 16th February 2017]

Xu J, Li J, Jiang L. The effects of situational factors and impulsiveness on drivers’ intentions to violate traffic rules: Difference of driving experience. Accident Analysis & Prevention. 2014;62: 54-62. Available from: https://doi.org/10.1016/j.aap.2013.09.014 [Accessed 8th January 2017]

Deffenbacher JL, Huff ME, Lynch RS, Oetting ER, Salvatore NF. Characteristics and treatment of high-anger drivers. Journal of Counseling Psychology. 2000;47(1): 5-17. Available from: https://doi.org/10.1037/0022-0167.47.1.5 [Accessed 8th January 2017]

Dahlen ER, Edwards BD, Tubré T, Zyphur MJ, Warren CR. Taking a look behind the wheel: An investigation into the personality predictors of aggressive driving. Accident Analysis & Prevention. 2012;45: 1-9. Available from: https://doi.org/10.1016/j.aap.2011.11.012 [Accessed 19th January 2017]

Deffenbacher JL, Lynch RS, Richards TL. Anger aggression and risky behavior: a comparison of high and low anger drivers. Behavior research and Therapy. 2003;41(6): 701-718. Available from: https://doi.org/10.1016/S0005-7967(02)00046-3 [Accessed 29th January 2017]

Zhang H, Qu W, Ge Y, Sun X, Zhang K. Effect of personality traits, age and sex on aggressive driving: Psychometric adaptation of the Driver Aggression Indicators Scale in China. Accident Analysis & Prevention. 2017;103: 29-36. Available from: https://doi.org/10.1016/j.aap.2017.03.016 [Accessed 4th March 2017]

Rusu A, Sârbescu P, Moza D, Stancu A. Implicit attitudes towards risky driving: Development and validation of an affect misattribution procedure for speeding. Accident Analysis & Prevention. 2017;100: 15-22. Available from: https://doi.org/10.1016/j.aap.2016.12.022 [Accessed 8th January 2017]

Taylor MC, Lynam DA, Baruya A. The effect of drivers’ speed on the frequency of road accidents. Crowthorne: TRL Limited; 2000. Available from: http://www.20splentyforus.co.uk/UsefulReports/TRLREports/trl421Speed-Accidents.pdf [Accessed 25th January 2017]

Tronsmoen T. Associations between driver training, determinants of risky driving behaviour and crash involvement. Safety Science. 2010;48(1): 35-45. Available from: https://doi.org/10.1016/j.ssci.2009.05.001 [Accessed 24th January 2017]

Published
2017-12-22
How to Cite
1.
Čubranić-Dobrodolac M, Lipovac K, Čičević S, Antić B. A Model for Traffic Accidents Prediction Based on Driver Personality Traits Assessment. Promet [Internet]. 2017Dec.22 [cited 2024Nov.21];29(6):631-42. Available from: https://traffic.fpz.hr/index.php/PROMTT/article/view/2495
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Articles