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Understanding bias in older drivers' self-reported driving styles using naturalistic driving data
Yuanfang Zhu1, Meilan Jiang2, Toshiyuki Yamamoto1
1Institute of Materials and Systems for Sustainability, Nagoya University, Nagoya, Japan.
Older drivers often misjudge their driving skills, with confidence and personality traits influencing accuracy. Anxious driving style scores may help identify those with inaccurate self-assessments, improving road safety.
Area of Science:
- Gerontology
- Transportation Safety
- Psychology
Background:
- Accurate self-assessment of driving performance is crucial for older adults' safety and mobility.
- Discrepancies between perceived and actual driving performance can lead to unsafe driving or premature cessation of driving.
Purpose of the Study:
- To examine the consistency between self-rated driving styles and objectively measured driving performance in older drivers.
- To identify older drivers who overestimate or underestimate their driving abilities.
- To explore factors associated with inaccurate self-assessments of driving performance.
Main Methods:
- Utilized naturalistic driving data from 58 older drivers (aged 65+).
- Calculated harsh event rates as an objective measure of risky driving behavior.
- Assessed self-reported driving styles using the Driving Style Questionnaire and employed machine learning to identify over/under-estimators.
- Used logistic regression to analyze associations with age, gender, driving confidence, and personality traits.
Main Results:
- Found weak correlations between self-reported and objectively measured driving behaviors.
- Self-confidence and personality traits significantly predicted inaccurate self-assessments.
- Over-estimators reported higher confidence; under-estimators reported lower confidence.
- Impulsivity and sensation seeking were linked to overestimation, while older age increased overestimation likelihood.
Conclusions:
- Self-report data alone is insufficient for assessing older drivers' performance.
- The anxious driving style score may help identify drivers with inaccurate self-perceptions.
- Findings can inform interventions to enhance road safety and mobility for older adults.
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