Traffic safety climate factors in explaining driving behaviours and traffic crash involvement: comparative study among male and female drivers
archive: archived pipeline: cataloged verified
Get this paper ↗ (DOI — opens at the source; we link to it, we don't host it)
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 across different age groups. 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-specific differences in how TSC influences driving styles and crash risks. The authors posit that understanding these differences is crucial for developing targeted safety interventions, as previous studies had not adequately explored the interplay between TSC, sex, and age in this context. The researchers employed a web-based survey administered to 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), along with self-reported crash history. Data were analyzed using independent sample t-tests to compare sexes and hierarchical regression analyses to determine the explanatory power of TSC factors on driving behaviors and crash involvement, controlling for age, mileage, and years of licensing. The results revealed significant sex-based differences in driving profiles. Male drivers reported higher levels of driving violations and greater traffic crash involvement than female drivers. Regarding TSC perceptions, female drivers perceived the traffic system as more functional than males. Regression analyses indicated that External Affective Demand (EAD) was positively associated with aberrant driving behaviors and negatively with positive behaviors, particularly affecting young and middle-aged males. Conversely, Internal Requirements and Functionality 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 EAD negatively impacted positive behaviors, perceived Functionality positively influenced positive behaviors across all age brackets, though males generally expressed more positive behaviors than females in this regard. The study concludes that TSC factors significantly influence driving behaviors and crash risks, with distinct patterns emerging between sexes and age groups. The findings suggest that male drivers, particularly younger ones, are more susceptible to the negative effects of emotionally demanding traffic environments, leading to higher violation rates and crash involvement. In contrast, female drivers, especially younger ones, demonstrate safer driving profiles linked to internal requirements and system functionality. The authors recommend that traffic authorities focus on modifying traffic infrastructure designs to reduce external affective demands and enhance system functionality, thereby promoting safer driving behaviors across all demographic groups.
Provenance
The full processing record for this entry. Every stage of this paper's journey through the pipeline is logged — what ran, with which tool and model, how many attempts it took, and when it last completed.
| Stage | Outcome | Tool | Model | Prompt | Attempts | Completed |
|---|---|---|---|---|---|---|
| discover | success | Crossref | — | — | 1 | 2026-06-20 |
| archive | success | canonical_url | — | — | 1 | 2026-06-26 |
| extract | success | cached | — | — | 2 | 2026-06-26 |
| clean | success | clean | — | — | 1 | 2026-06-20 |
| chunk | success | chunk | — | — | 1 | 2026-06-20 |
| embed | success | embed | Qwen/Qwen3-Embedding-8B | — | 1 | 2026-06-20 |
| promote | success | — | — | — | 1 | 2026-06-20 |
| summarize | success | llm | qwen3.6-27b-prismaquant | summ-v5 | 1 | 2026-06-26 |
| tag | success | vector_similarity | — | — | 6 | 2026-06-20 |
| verify | partial | — | — | — | 1 | 2026-06-26 |
Summary generated by qwen3.6-27b-prismaquant on 2026-06-26; verification: verified_with_issues.
Topics
Ranked by relevance to this paper. Hover a topic for its definition.
- sex gender
- cultural cross national
- urban rural setting
- traffic safety culture
- demographic disparities
- novice drivers
Information type
What kind of knowledge this paper contributes, grouped by family — independent of topic (what it is about) and method (how it was studied).
- Empirical Findings: observational prevalence, crash risk outcomes
- Theoretical Contribution: theory or model