Traffic Safety Climate Factors in Explaining Driving Behaviours and Traffic Crash Involvement: Comparative Study Among Male and Female Drivers
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Summary
This study investigates how Traffic Safety Climate (TSC) factors explain driving behaviors and traffic crash involvement, specifically comparing male and female drivers in China. Motivated by the high rate of traffic fatalities in China and the established link between driver perception of traffic conditions and safety outcomes, the research aims to identify sex-based differences in how TSC influences driving styles and crash risks. The authors seek to determine which demographic groups are most susceptible to specific driving behaviors, thereby informing targeted safety interventions. The researchers conducted a web-based survey of 887 licensed drivers (531 males, 356 females) aged 24–64 across 27 provinces in China. Participants completed validated Chinese versions of the Traffic Safety Climate Scale (measuring External Affective Demand, Functionality, and Internal Requirements) and the Driver Behaviour Questionnaire (measuring violations, errors, and positive driving behaviors). Data were analyzed using independent-sample t-tests to compare sexes and hierarchical regression analyses to examine the predictive power of TSC factors on driving behaviors and crash involvement, controlling for age, mileage, and license duration. Results indicated that male drivers reported significantly higher levels of driving violations and traffic crash involvement than female drivers. Regression analyses revealed that perceived External Affective Demand (EAD)—characterized by emotional engagement such as aggression or pressure—was positively associated with aberrant driving behaviors and negatively associated with positive driving behaviors. This effect was particularly pronounced among young and middle-aged male drivers. Conversely, perceived Internal Requirements (skills and caution) and Functionality (system efficiency) were positively related to positive driving behaviors and negatively related to aberrant behaviors for both sexes. Notably, young female drivers exhibited higher positive driving behaviors and lower crash probabilities compared to their male counterparts. While male drivers across all age brackets reported more positive behaviors when perceiving high functionality, they remained more prone to violations and crashes overall. The study concludes that traffic safety climate perceptions significantly influence driving behaviors and crash risks differently across sexes and age groups. The findings suggest that external emotional demands in traffic environments exacerbate risky behaviors, particularly among men, while functional and internal cognitive requirements promote safer driving. The authors recommend that traffic authorities focus on modifying traffic infrastructure designs to reduce emotional stressors and enhance system functionality, thereby mitigating aberrant behaviors and improving overall road safety.
Provenance
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| Stage | Outcome | Tool | Model | Prompt | Attempts | Completed |
|---|---|---|---|---|---|---|
| discover | success | DOAJ | — | — | 1 | 2026-06-19 |
| archive | success | unpaywall | — | — | 1 | 2026-06-26 |
| extract | success | cached | — | — | 2 | 2026-06-26 |
| clean | success | clean | — | — | 1 | 2026-06-19 |
| chunk | success | chunk | — | — | 1 | 2026-06-19 |
| embed | success | embed | Qwen/Qwen3-Embedding-8B | — | 1 | 2026-06-19 |
| promote | success | — | — | — | 1 | 2026-06-19 |
| summarize | success | llm | qwen3.6-27b-prismaquant | summ-v5 | 1 | 2026-06-26 |
| tag | success | vector_similarity | — | — | 6 | 2026-06-19 |
| verify | partial | — | — | — | 1 | 2026-06-26 |
Summary generated by qwen3.6-27b-prismaquant on 2026-06-26; verification: verified_with_issues.
Topics
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- sex gender
- cultural cross national
- urban rural setting
- traffic safety culture
- demographic disparities
- novice drivers
Information type
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- Empirical Findings: observational prevalence, crash risk outcomes
- Theoretical Contribution: theory or model