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Associations between self-rated personality traits and automobile fatality rates across small geographic areas
We explore how variation in fatal automobile crashes across small geographic areas is associated with geographic variation in self-rated psychological and behavioral characteristics. Specifically, estimates of ZIP-code-level automobile fatality rates were linked to a separate dataset comprising 2.8...
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Published in: | Transportation research interdisciplinary perspectives 2020-07, Vol.6, p.100175, Article 100175 |
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Main Authors: | , , , , , , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that this one cites |
Online Access: | Get full text |
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Summary: | We explore how variation in fatal automobile crashes across small geographic areas is associated with geographic variation in self-rated psychological and behavioral characteristics. Specifically, estimates of ZIP-code-level automobile fatality rates were linked to a separate dataset comprising 2.8 million responses to a widely used self-report personality questionnaire. To control for an area's wealth and population density, associations were estimated at the slightly larger level of US Census ZIP Code Tabulation Areas (ZCTAs). Relationships were estimated using an intraclass adjustment method, where the estimated correlation between individual scores and ZCTA-level fatality rates was divided by the square root of the estimated within-ZCTA intraclass correlation. Further, the ZCTA-level correlation was estimated separately for each US state to examine the consistency of associations. Rates of fatal crash involvement tended to be higher in areas where respondents were more likely to describe themselves as being depressed, moody, and quarrelsome. Some relationships were less intuitive; for instance, rates of fatal crash involvement tended to be higher in areas where respondents described themselves as more helpful and as less easily distracted. However, many small-area-level associations between self-rated personality and fatality rates were found to be in the same direction across more states than expected by chance. This pattern indicates that even many of the less intuitive associations were often highly reliable and general, which has implications for identifying geographic areas with heightened automobile fatality risk.
•Relationships between self-reported personality traits and road fatality rates across small geographic areas were studied•Fatal crash involvement tended to be higher where people describe themselves as more helpful and less easily distracted•Many relationships between self-rated personality and area fatality rates tended to be in the same direction across states. |
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ISSN: | 2590-1982 2590-1982 |
DOI: | 10.1016/j.trip.2020.100175 |