The Risky Driver: An Annotated Bibliography of Recent Research
archive: archived pipeline: cataloged verified
Get this paper ↗ (full text — opens at the source; we link to it, we don't host it)
Summary
This annotated bibliography reviews recent research on risky driving behaviors among novice, impaired, and elderly drivers. The authors synthesize findings from numerous studies regarding prediction models, driving patterns, correlates of risk, and intervention strategies. Key findings indicate that prior accidents and specific violations are strong predictors of future crashes, while novice drivers exhibit higher crash rates due to inexperience and risky behaviors like speeding. For elderly drivers, sensory and cognitive declines correlate with accident risk, though self-regulation often mitigates exposure. The review concludes that graduated licensing and targeted interventions show promise in reducing risky driving outcomes across these populations.
Key finding
Prior accidents and specific traffic violations are the most accurate predictors of future crash involvement, while novice and elderly drivers exhibit distinct risk profiles influenced by inexperience and sensory-cognitive decline, respectively.
Methodology
review
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. Discovered via bulk_ingest_rosap on 2026-05-23 (7 acquisition events logged).
| Stage | Outcome | Tool | Model | Prompt | Attempts | Completed |
|---|---|---|---|---|---|---|
| discover | success | rosap | — | — | 2 | 2026-05-23 |
| archive | success | — | — | — | 1 | 2026-05-23 |
| extract | skipped | empty | — | — | 4 | 2026-06-10 |
| clean | success | — | — | — | 1 | 2026-06-01 |
| chunk | success | — | — | — | 1 | 2026-06-01 |
| embed | success | — | — | — | 1 | 2026-06-02 |
| enrich | success | — | — | — | 1 | 2026-05-23 |
| promote | success | — | — | — | 1 | 2026-05-23 |
| summarize | success | llm | qwen3.6-27b | — | 3 | 2026-06-01 |
| tag | success | vector_similarity | — | — | 19 | 2026-06-11 |
| verify | success | — | — | — | 1 | 2026-06-03 |
Summary generated by qwen3.6-27b-prismaquant on 2026-06-01; verification: verified.
Topics
Ranked by relevance to this paper. Hover a topic for its definition.
- novice drivers
- sex gender
- older drivers
- mci dementia driving
- older driver retraining
- driver education effectiveness
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: computational model