personality driving
Personality structure as a between-driver individual difference: broad trait dimensions such as the Big Five (neuroticism, extraversion, conscientiousness, agreeableness, openness), trait anger/aggression, locus of control, and driver typologies built from these factors to predict behavior. This covers personality as a general dispositional framework, deliberately distinct from the specific motivational traits catalogued under driver_psychology_traits (risk_taking, sensation_seeking), and separate from cognitive_capacity_variation (ability, not disposition) and sex_gender (demographic grouping).
Also in Individual Differences (Driver Population)
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174 paper(s) · ranked by relevance to this topic
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The association between the Big Five personality traits and driving behaviors: A systematic review and meta-analysis ↗ · 2023 · Luo, Xiaohui et al. · indexed
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Predicting a Driver's Personality from Daily Driving Behavior ↗ · 2019 · Ishikawa, Yuichi et al. · indexed
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A Study on the Relationship Between Personality and Driving Styles ↗ · 2012 · Poó, Fernando Martín et al. · indexed
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DO WE REALLY DRIVE AS WE LIVE? THE ROLE OF PERSONALITY FACTORS IN ROAD CRASHES ↗ · 1993 · Beirness, D J · indexed
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Personality domains and traits that predict self-reported aberrant driving behaviours in a southeastern US university sample ↗ · 2014 · Beanland, Vanessa et al. · indexed
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The Predictive Influence of Demographic and Personality Traits on Risky Driving Behaviour among Traffic Offenders in Osun State, Nigeria ↗ · 2019 · Akinniyi, R. J. et al. · indexed
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The impact of drivers’ personality traits on their risky driving behaviors ↗ · 2020 · Al-Tit, Ahmad Adnan · indexed
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Effect of personality traits on driving style: Psychometric adaption of the multidimensional driving style inventory in a Chinese sample ↗ · 2018 · Wang, Yuchen et al. · indexed
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Factors influencing emotional driving: examining the impact of arousal on the interplay between age, personality, and driving behaviors · 2025 · Shangguan, Zhegong et al. · archived
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Driving styles and their associations with personality and motivation ↗ · 2011 · Ben-Ari, Orit Taubman - et al. · indexed
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Expression of anger while driving - personality and self-consciousness in Chinese drivers · 2023 · Zhai, Chenzhao et al. · archived
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Effects of Personality on Risky Driving Behavior and Accident Involvement for Chinese Drivers ↗ · 2012 · Yang, Jiaoyan et al. · indexed
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The Role of Personality Characteristics in Young Adult Driving ↗ · 2006 · Patil, Sujata M. et al. · indexed
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Effects of personality traits on bus drivers' prosocial and aggressive behaviours: risk perception mediator · 2023 · Wang, Sihui et al. · archived
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The multidimensional driving style inventory—scale construct and validation ↗ · 2003 · Orit Taubman – Ben‐Ari et al. · indexed
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Links between observed and self-reported driving anger, observed and self-reported aggressive driving, and personality traits ↗ · 2020 · Ābele, Līva et al. · indexed
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The interplay of personality traits with drivers’ gap acceptance ↗ · 2022 · Hensch, Ann-Christin et al. · indexed
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Prediction of mood and risk appraisals from trait measures: Two studies of simulated driving ↗ · 1995 · Dorn, Lisa et al. · indexed
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Personality trait prediction by machine learning using physiological data and driving behavior ↗ · 2022 · Evin, Morgane et al. · indexed
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Personality traits as behavioral determinants of road traffic injury risk: a mechanism-informed cross-sectional analysis. · 2026 · Cheong A et al. · archived
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Estimating Driver Personality Traits From On-Road Driving Data · 2023 · Kimura, Ryusei et al. · archived
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What drives road rage? A systematic review on the psychological correlates of aggressive driving behavior ↗ · 2025 · Love, Steven et al. · indexed
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Risky and aggressive driving in young adults: Personality matters ↗ · 2011 · Constantinou, Elena et al. · indexed
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German Validation of the Prosocial and Aggressive Driving Inventory (PADI) ↗ · 2019 · Stoll, Tanja et al. · indexed
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Road Traffic Safety Beliefs and Driver Behaviors Among Personality Subtypes of Drivers in the Norwegian Population ↗ · 2013 · Nordfjærn, Trond et al. · indexed
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Psychological predictors of risky driving: the role of age, gender, personality traits (Zuckerman's and Gray's models) · 2023 · Aluja, Anton et al. · archived
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Measuring driving styles · 2015 · van Huysduynen, Hanneke Hooft et al. · archived
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Modelling driver behaviour: a rationale for multivariate statistics ↗ · 2012 · de Winter, J.C.F. et al. · indexed
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An instrumented vehicle assessment of problem behavior and driving style: ↗ · 2002 · Boyce, Thomas et al. · indexed
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Why do young drivers respond to their smartphones while driving? Examining the predictive power of the theory of planned behaviour and Big 5 personality factors ↗ · 2026 · Noble, Emily et al. · indexed
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Personality of young drivers in Oman: Relationship to risky driving behaviors and crash involvement among Sultan Qaboos University students · 2017 · Al Azri, Mohammed et al. · archived
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Characterisation of motorway driving style using naturalistic driving data ↗ · 2020 · Itkonen, Teemu H. et al. · indexed
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Relationship between Individual Characteristics and Driving Behavior of Novice Driver ↗ · 2020 · Duan, Min et al. · indexed
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Effects of neuroticism, extraversion, circadian type and age on reported driver stress ↗ · 2002 · Langford, Catherine et al. · indexed
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The Influence of Aggressive Driving Behavior and Impulsiveness on Traffic Accidents · 2018 · Antić, Boris et al. · archived
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Effects of trait anger, driving anger, and driving experience on dangerous driving behavior: A moderated mediation analysis ↗ · 2017 · Ge, Yan et al. · indexed
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Crash risk and aberrant driving behaviors among bus drivers: The role of personality and attitudes towards traffic safety ↗ · 2015 · Mallia, Luca et al. · indexed
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Influence of Driver Decision Characteristics on Driving Style ↗ · 2020 · Li, Chenxin et al. · indexed
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The Influence of Personality, Driver Stress and Driver Behavior as Mediator on Road Accident among bus Driver in Riau Province Indonesia ↗ · 2016 · Fikri, Fikri et al. · indexed
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Assessing the relationship between driving skill, driving behavior and driving aggressiveness ↗ · 2020 · Yang, Liu et al. · indexed
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What's Driving Me? Exploration and Validation of a Hierarchical Personality Model for Trust in Automated Driving · 2020 · Kraus, Johannes et al. · archived
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Interconnections between Aggressiveness, Hostility, Wrathfulness and the Mental Performance of Drivers ↗ · 2015 · Birknerová, Zuzana et al. · indexed
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The Need for Speed? The Relationships between Driver Traits and Speed Choices during a Naturalistic Drive ↗ · 2015 · Stephens, Amanda N. et al. · indexed
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Modeling of individual differences in car-following behaviour of drivers ↗ · 2017 · Mubasher, Mian Muhammad et al. · indexed
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Differential moderating effect of locus of control on effect of driving experience in young male and female drivers · 2010 · Holland, Carol et al. · archived
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Machine learning approaches exploring the optimal number of driver profiles based on naturalistic driving data ↗ · 2023 · Tselentis, Dimitrios I. et al. · indexed
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The relationship between driving risk levels and drivers’ personality traits, physical and emotional conditions ↗ · 2017 · Eboli, L. et al. · indexed
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Behavior Evaluation Based on Electroencephalograph and Personality in a Simulated Driving Experiment · 2019 · Ding, Changhao et al. · archived
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Predicting aggressive driving behavior: The role of macho personality, age, and power of car ↗ · 2001 · Krahé, Barbara et al. · indexed
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The Influence of Personality Traits on Driving Behaviors in Preclinical Alzheimer Disease ↗ · 2024 · Aschenbrenner, Andrew J. et al. · indexed
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The relationship between driving skill and driving behavior: Psychometric adaptation of the Driver Skill Inventory in China ↗ · 2018 · Xu, Jing et al. · indexed
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A quantification method of driver characteristics based on Driver Behavior Questionnaire ↗ · 2009 · Zhang, Lei et al. · indexed
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Need Safer Taxi Drivers? Use Psychological Characteristics to Find or Train! ↗ · 2020 · Aghabayk, Kayvan et al. · indexed
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Individual differences in driver stress vulnerability in a Japanese sample ↗ · 1999 · MATTHEWS, GERALD et al. · indexed
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Dimensions of driving-related emotions and behaviors: An exploratory factor analysis of common self-report measures ↗ · 2019 · Bernstein, John P.K. et al. · indexed
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Forgiveness and consideration of future consequences in aggressive driving ↗ · 2008 · Moore, Michael et al. · indexed
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Personality Openness Predicts Driver Trust in Automated Driving · 2020 · Li, Wenmin et al. · archived
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Dark Personality and Road Crashes: Mediating Role of Driver Vengeance and Violations ↗ · 2019 · Sümer, Nebi et al. · indexed
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The Influence of Personality Traits on Driving Behaviors in Preclinical Alzheimer Disease ↗ · 2025 · Carr, David et al. · indexed
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The traffic climate in China: The mediating effect of traffic safety climate between personality and dangerous driving behavior ↗ · 2018 · Zhang, Qian et al. · indexed
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Personality versus traffic accidents; meta-analysis of real and method effects · 2017 · Wåhlberg, Anders af et al. · archived
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Venturesomeness and extraversion as correlates of juvenile drivers’ traffic violations ↗ · 2000 · Renner, Walter et al. · indexed
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The influence of social factors and personality constructs on drink driving among young licenced drivers ↗ · 2018 · Watling, Hanna et al. · indexed
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Behind the Wheel of a Truck Simulator: Comparison of Self-Reported, Performance-Based, and Simulation Methods for Predicting Driver Traffic Offences ↗ · 2026 · Baran, Paulina et al. · indexed
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Young Novice Driver Subtypes: Relationship to High-Risk Behavior, Traffic Accident Record, and Simulator Driving Performance ↗ · 1999 · Deery, Hamish A. et al. · indexed
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Impact of Personality on Takeover Time and Maneuvers Shortly After Takeover Request ↗ · 2024 · Huang, Chao et al. · indexed
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Trait Anger Cause Risky Driving Behavior by Influencing Executive Function and Hazard Cognition ↗ · 2021 · Yu, Zhenhao et al. · indexed
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Dimensions of driving anger and their relationships with aberrant driving ↗ · 2015 · Zhang, Tingru et al. · indexed
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An Automated Vehicle (AV) like Me? The Impact of Personality Similarities and Differences between Humans and AVs · 2019 · Esterwood, Connor · archived
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Relationships between young drivers’ personality characteristics, risk perceptions, and driving behaviour ↗ · 2007 · Machin, M. Anthony et al. · indexed
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Examining the effect of personality on user acceptance of conditionally automated vehicles · 2025 · Nordhoff, S. et al. · archived
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A challenge to the assumed generalizability of prediction and countermeasure for risky driving: Different factors predict different risky driving behaviors ↗ · 2007 · Fernandes, Ralston et al. · indexed
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Experimental design for a psychophysiological driving simulator study ↗ · 2014 · Higgs, Bryan et al. · indexed
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887 Analysing the offender driver behaviour: recidivism, just the tip of the Iceberg? ↗ · 2016 · Castro, C et al. · indexed
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The Effects of Trait Driving Anger, Anonymity, and Aggressive Stimuli on Aggressive Driving Behavior ↗ · 2001 · Ellison‐Potter, Patricia et al. · indexed
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Analysis of factors influencing aggressive driver behavior and crash involvement ↗ · 2021 · Adavikottu, Anusha et al. · indexed
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The Effect of Communicational Signals on Drivers’ Emotion States · 2021 · Ba, Yutao et al. · archived
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Validation of selected temperament and personality questionnaires for diagnosing drivers’ aptitude for safe driving. A Polish study ↗ · 2014 · Łuczak, Anna et al. · indexed
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The relationship between lifestyle, driving anger and dangerous driving behaviours - China · 2023 · Zhai, Chenzhao et al. · archived
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Aggressive driving: The role of aggression, driving anger, and self-efficacy ↗ · 2011 · Čėsnienė, I. et al. · indexed
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Drivers' reported crash history, sensitivity to reward and punishment, personality, and demographics: A case study in Iran ↗ · 2023 · Khanpour, Ali et al. · indexed
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Not only assholes drive Mercedes. Besides disagreeable men, also conscientious people drive high‐status cars ↗ · 2019 · Lönnqvist, Jan Erik et al. · indexed
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The relationship of driving skills of students driving with their individual psychological features · 2019 · Bebinov S.E. et al. · archived
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Truck Driver Safety Tendency Classification under Natural Driving Conditions Based on Gaussian Mixture Model (GMM) ↗ · 2020 · Zhang, Xiang et al. · indexed
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Driver Anger Scale (DAS) Among Car Drivers: How Serious Are They? · 2017 · Ambak, Kamarudin et al. · archived
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The multidimensional driving style inventory a decade later: Review of the literature and re-evaluation of the scale ↗ · 2016 · Ben-Ari, Orit Taubman - et al. · indexed
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Path analysis of the factors influencing driving anger among taxi drivers based on naturalistic driving data ↗ · 2024 · Wan, Ping et al. · indexed
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Road rage and aggressive driving behaviors: The role of state-trait anxiety and self-control ↗ · 2023 · Shamoa-Nir, Lipaz · indexed
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A comparison of the Driving Anger Scale and the Propensity for Angry Driving Scale ↗ · 2013 · Sullman, Mark J.M. et al. · indexed
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The Validity of Narcissism and Driving Anger in Predicting Aggressive Driving in a Sample of Young Drivers ↗ · 2013 · Edwards, Bryan D. et al. · indexed
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Subjective Driving Delay Threshold: A Comparative Study among Drivers with Different Personalities ↗ · 2019 · Li, Mingyuan et al. · indexed
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Factors Affecting the Variability of Driver Gap-Acceptance Behaviour ↗ · 1978 · BOTTOM, C. G. et al. · indexed
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Personality factors as predictors of persistent risky driving behavior and crash involvement among young adults ↗ · 2007 · Gulliver, Pauline et al. · indexed
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Estimating Driver Personality Traits From On-Road Driving Data ↗ · 2023 · Kimura, Ryusei et al. · indexed
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Individual differences in drivers' perceived workload near construction work zones ↗ · 2016 · Shakouri, Mahmoud et al. · indexed
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Examining the impact of driving style on the predictability and responsiveness of the driver: Real-world and simulator analysis ↗ · 2010 · Doshi, Anup et al. · indexed
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Driver Psychological Types and Car Following: Is there a Correlation? Results of a Pilot Study ↗ · 2003 · Brackstone, Mark · indexed
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Driver behavioral and psychological traits as risk factors for traffic accidents: a systematic review and meta-analysis ↗ · 2026 · Liu, Yangyi et al. · indexed
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Predicting driving speed from psychological metrics in a virtual reality car driving simulation ↗ · 2022 · Ju, Uijong et al. · indexed
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Relationships among driving styles, desire for control, illusion of control, and self-reported driving behaviors ↗ · 2021 · Nees, Michael A. et al. · indexed
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Driving in sync? Applying the Normative Conflict Model to driver behavior ↗ · 2026 · Nicolls, Michelle et al. · indexed
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Do you really want to hurt me?: Exploring the role of Narcissism, driver comparison and ego threat in driver aggression using a conceptual definition of aggression ↗ · 2023 · Mithen, Penelope et al. · indexed
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The Path to Driving Aggression and Crash Risk: The Role of Metacognition and Anger Rumination in Anger Expression Among Chinese Drivers ↗ · 2025 · Zhai, Chenzhao et al. · indexed
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Analysis of driver characteristics, self-reported psychology measures and driving performance measures associated with aggressive driving ↗ · 2023 · Hassan, Ahmad et al. · indexed
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Who gets frustrated? Identifying individuals prone to frustration using a latent profile analysis ↗ · 2025 · Yazdi, Hannaneh et al. · indexed
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The validity of the short driver behaviour questionnaire in varying road users groups in India: age, gender, and driving frequency ↗ · 2025 · Kshatriya, Rahul et al. · indexed
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Investigating Driving Styles: A Validation Study of Multidimensional Driving Styles with British and Chinese Drivers ↗ · 2021 · Sun, Xu et al. · indexed
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The role of the Big Five personality factors in vigilance performance and workload ↗ · 2002 · Rose, Cynthia Laurie et al. · indexed
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The Role of Affect in Predicting Social Behaviors: The Case of Road Traffic Violations ↗ · 1997 · Lawton, Rebecca et al. · indexed
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Driving Style Recognition Based on Driver Behavior Questionnaire ↗ · 2017 · Li, Pengfei et al. · indexed
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Personality, functional performance, and travel patterns related to older drivers’ risky driving behavior: A naturalistic driving study ↗ · 2025 · Zhu, Yuanfang et al. · indexed
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Cognitive maps influence over driving strategies in Russia: analyzing Driving Anger Expression Inventory (DAX) and Dula Dangerous Driving Index (DDDI) factors ↗ · 2017 · Chetverikova, A.I. et al. · indexed
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Identifying predictors of persistent non-alcohol or drug-related risky driving behaviours among a cohort of young adults ↗ · 2004 · Begg, Dorothy J. et al. · indexed
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Relationships between Personality Traits and Brain Gray Matter Are Different in Risky and Non-risky Drivers · 2022 · Mas-Cuesta, Laura et al. · archived
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The role of difficulties in emotion regulation on driving behavior ↗ · 2014 · Trógolo, Mario et al. · indexed
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The effects of type of road and driver personality on drivers’ automation use: an on the road study with Tesla’s autopilot · 2023 · Halama, Josephine et al. · archived
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Development of an Inference System for Drivers’ Driving Style and Workload Sensitivity from their Demographic Characteristics · 2022 · Sato, Toshihisa et al. · archived
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A further exploration of sensation seeking propensity, reward sensitivity, depression, anxiety, and the risky behaviour of young novice drivers in a structural equation model · 2012 · Scott‐Parker, Bridie et al. · archived
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Use of multilevel modeling to examine variability of distracted driving behavior in naturalistic driving studies ↗ · 2021 · Freed, Sara A. et al. · indexed
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Understanding the role of cognitive appraisal and mindfulness in driving-related anger among Chinese drivers ↗ · 2025 · Zhai, Chenzhao et al. · indexed
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Examining Heterogeneity of Driver Behavior with Temporal and Spatial Factors ↗ · 2013 · Ellison, Adrian B. et al. · indexed
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Risky driving and recorded driving offences: A 24-year follow-up study ↗ · 2014 · Summala, Heikki et al. · indexed
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Decision-making style, driving style, and self-reported involvement in road traffic accidents ↗ · 1993 · French, Davina et al. · indexed
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How does a driver feel behind the wheel? An exploratory study of drivers’ emotions and the effect of their sociodemographic background ↗ · 2023 · Sheikholeslami, Sina et al. · indexed
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Study on Individual Driving Style Based on Driving Behavior Characteristics ↗ · 2018 · Ren, Yuan-yuan et al. · indexed
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Traffic congestion, driver stress, and driver aggression ↗ · 1999 · Hennessy, Dwight A. et al. · indexed
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Associations Between Neuroticism and Executive Function Outcomes: Response Inhibition and Sustained Attention on a Continuous Performance Test ↗ · 2019 · Crow, Andrew J. D. · indexed
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Work Environment, Stress, and Driving Anger: A Structural Equation Model for Predicting Traffic Sanctions of Public Transport Drivers · 2018 · Montoro, Luis et al. · archived
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Driving anger in Ukraine: Appraisals, not trait driving anger, predict anger intensity while driving ↗ · 2016 · Stephens, A.N. et al. · indexed
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Trait anger as a predictor of dangerous driving behaviour amongst people who use methamphetamine ↗ · 2024 · Mackay, Aaron et al. · indexed
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MAVERIC: A Data-Driven Approach to Personalized Autonomous Driving · 2024 · Schrum, Mariah et al. · archived
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Factors Analysis of Perception Bias in Aggressive Driving Behaviors: A Naturalistic Driving Study ↗ · 2020 · Dong, Xiaobo et al. · indexed
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Indices for characterizing driving style and their relevance to car following behavior ↗ · 2007 · Ishibashi, Motonori et al. · indexed
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Subjective assessment of traffic rules compliance in Bulgaria: Role of personality and driving style ↗ · 2024 · Totkova, Zornitsa · indexed
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Investigating Responsibility in the Driving Context: Associations with Driving Anger Expressions and Driver Behaviors ↗ · 2023 · Çetin, Aysu et al. · indexed
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Cross-cultural perspective of driving style in young adults: Psychometric evaluation through the analysis of the Multidimensional Driving Style Inventory ↗ · 2020 · Freuli, Francesca et al. · indexed
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Prediction of Automobile Claims by Psychological Methods. A Case Study in Automobile Insurance ↗ · 1968 · Haner, Charles F. · indexed
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Distress Tolerance as a Predictor of Risky and Aggressive Driving ↗ · 2013 · Beck, Kenneth H. et al. · indexed
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Adaptation of the multidimensional driving styles inventory for Spanish drivers: Convergent and predictive validity evidence for detecting safe and unsafe driving styles ↗ · 2020 · Padilla, Jose-Luis et al. · indexed
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The association between driving anger and driving outcomes: A meta-analysis of evidence from the past twenty years ↗ · 2016 · Zhang, Tingru et al. · indexed
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Exploring the general acceptance factor for shared automated vehicles: the impact of personality traits and experimentally altered information · 2025 · Aasvik, Ole et al. · archived
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Analyzing Differences between Questionnaire-Surveyed Driving Style and Revealed Style from Driving Simulation Experiments ↗ · 2024 · Zhang, Yulin et al. · indexed
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VALIDATION OF THE DRIVER BEHAVIOUR QUESTIONNAIRE OF DRIVERS IN BULGARIA · 2025 · Iliev, D. et al. · archived
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Predictive Validity of the Aggressive Driver Behavior Questionnaire (ADBQ) in a Simulated Environment ↗ · 2009 · Brill, J. Christopher et al. · indexed
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Aggressive Behavior and Unstable Mental States in Car Drivers ↗ · 2019 · Chetverikova, A. I. et al. · indexed
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Who Gets Frustrated? Identifying Individuals Prone to Frustration Using a Latent Profile Analysis ↗ · 2024 · Yazdi, Hannaneh et al. · indexed
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Exploring the Use of Driver Attributes to Characterize Heterogeneity in Naturalistic Driving Behavior ↗ · 2018 · James, Rachel et al. · indexed
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Factors that comprise driver boredom and their relationships to preferred driving speed and demographic variables ↗ · 2010 · Heslop, S. et al. · indexed
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Associations between self-rated personality traits and automobile fatality rates across small geographic areas ↗ · 2020 · Wood, Dustin et al. · indexed
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How Do Attitudes, Personality Traits, and Driver Behaviors Relate to Pedestrian Behaviors?: A Turkish Case ↗ · 2014 · Şimşekoğlu, Özlem · indexed
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Psychometric Evaluation of Chinese-Language 44-Item and 10-Item Big Five Personality Inventories, Including Correlations with Chronotype, Mindfulness and Mind Wandering ↗ · 2016 · Carciofo, Richard et al. · indexed
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Studying the Role of Personality Traits on the Evacuation Choice Behavior Pattern in Urban Road Network in Different Severity Scales of Natural Disaster ↗ · 2021 · Mohajeri, Fatemeh et al. · indexed
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Shareable Driving Style Learning and Analysis With a Hierarchical Latent Model ↗ · 2024 · Zhang, Chaopeng et al. · indexed
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Aggressive, Tense or Shy? Identifying Personality Traits from Crowd Videos · 2017 · Bera, Aniket et al. · archived
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A neuropsychological study of personality: Trait openness in relation to intelligence, fluency, and executive functioning ↗ · 2010 · Schretlen, David J. et al. · indexed
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Team Member Personality, Performance and Stress in a RoboFlag Synthetic Task Environment ↗ · 2010 · Guznov, Svyatoslav et al. · indexed
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Individual Differences in Personality Predict How People Look at Faces · 2009 · Perlman, Susan B. et al. · archived
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Association between Reaction Times in the Joint Simon Task and Personality Traits ↗ · 2023 · Irie, Shun et al. · indexed
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0281 Trait Extraversion Predicts Psychomotor Vigilance Performance and Changes in Functional Connectivity During Sleep Deprivation ↗ · 2025 · Jepson, Allie et al. · indexed
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Openness to Experience is associated with neural and performance measures of memory in older adults ↗ · 2023 · Stolz, Christopher et al. · indexed
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Job satisfaction and perceived workload in the context of personality typology among subway train drivers ↗ · 2023 · Gottwald, Dalibor et al. · indexed
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Openness to experience is associated with neural and performance measures of memory in older adults · 2022 · Stolz, Christopher et al. · archived
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Exploring Links between Neuroticism and Psychoticism Personality Traits, Attentional Biases to Threat and Friendship Quality in 9–11-year-olds · 2016 · Pavlou, Katerina et al. · archived
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Da psicologia à biologia evolutiva: para uma abordagem integrada de personalidade ↗ · 2014 · Gaspar, Augusta · indexed
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How followers’ perception of followership prototype–traits fit impacts their job performance: a moderated polynomial regression analysis ↗ · 2024 · Yu, Jing et al. · indexed