Associations of road and visual environment characteristics with speeding behaviors among high risk teen drivers.
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| Title: | Associations of road and visual environment characteristics with speeding behaviors among high risk teen drivers. |
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| Authors: | Kar, Armita1,2 (AUTHOR), Miller, Harvey J.3,4 (AUTHOR), Alshaikh, Enas2 (AUTHOR), Williams, Nicole3 (AUTHOR), Recker, Robyn2,5 (AUTHOR), Yang, Jingzhen1,2,6 (AUTHOR) Ginger.Yang@nationwidechildrens.org |
| Source: | Journal of Safety Research. Jun2026, Vol. 97, p174-182. 9p. |
| Subjects: | Automobile speed, Automobile driver education, Public spaces, Landscapes, Automobile drivers, Traffic safety, Road construction, Express highways |
| Abstract: | • Among teens, the odds of speeding are higher on high-speed roads, and open, low-to-moderately dense visual environments. • Overall teen speeding rates were higher on low-speed roads and high-density, built-up urban environments. • Our findings highlight the need to include road design awareness in driver training to reduce teen speeding. Introduction: Traffic crashes are the leading cause of injury and death among U.S. teenagers. While research has mainly focused on teen driver-related factors, the influence of road design and visual environments on risky driving behaviors like speeding remains understudied. This study examined associations of road and visual environment characteristics with speeding behavior among teen drivers aged 16 and 17 who received a traffic citation. Methods: We collected driving data via GPS-based vehicle telematics devices. We merged the driving data, recorded at 2-minute intervals for two months, for each driver, with Google Street View images. We applied semantic segmentation to characterize the visual environment of roads driven by teens. We used zero-inflated negative binomial regressions to identify the road and visual environment characteristics associated with increased risks of speeding events and rates per 1000 miles driven. Results: Of 18,679 roads observed, 1,705 (9%) encountered one or more speeding events. The odds of speeding events were higher on interstates (Odds Ratio [OR] = 436, 95% CI: 289.77, 656.75) and freeways (OR = 750, 95% CI: 452.37, 1243.77) than on local roads. Regarding visual environments, the odds of speeding events were 1.69, 3.04, and 2.60 times higher in open-road, open residential, and leafy residential environments, respectively, than in built-up urban spaces. Despite higher odds, the speeding rates on interstates, freeways, open-road, and residential environments were lower compared to local roads and built-up urban spaces, partly because approximately half of all driving occurred on these types of roads and visual environments. Conclusion and Practical Application: Among teens with a history of traffic citations, driving on high-speed roads and in open, low- to moderately dense environments is associated with an increased risk of speeding events. These findings highlight the importance of incorporating awareness of different road designs into future driver training programs to mitigate speeding behaviors among teens. [ABSTRACT FROM AUTHOR] |
| Copyright of Journal of Safety Research is the property of Pergamon Press - An Imprint of Elsevier Science and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.) | |
| Database: | Engineering Source |
| FullText | Text: Availability: 0 |
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| Header | DbId: egs DbLabel: Engineering Source An: 194574383 AccessLevel: 6 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Associations of road and visual environment characteristics with speeding behaviors among high risk teen drivers. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AR" term="%22Kar%2C+Armita%22">Kar, Armita</searchLink><relatesTo>1,2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Miller%2C+Harvey+J%2E%22">Miller, Harvey J.</searchLink><relatesTo>3,4</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Alshaikh%2C+Enas%22">Alshaikh, Enas</searchLink><relatesTo>2</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Williams%2C+Nicole%22">Williams, Nicole</searchLink><relatesTo>3</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Recker%2C+Robyn%22">Recker, Robyn</searchLink><relatesTo>2,5</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Yang%2C+Jingzhen%22">Yang, Jingzhen</searchLink><relatesTo>1,2,6</relatesTo> (AUTHOR)<i> Ginger.Yang@nationwidechildrens.org</i> – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22Journal+of+Safety+Research%22">Journal of Safety Research</searchLink>. Jun2026, Vol. 97, p174-182. 9p. – Name: Subject Label: Subjects Group: Su Data: <searchLink fieldCode="DE" term="%22Automobile+speed%22">Automobile speed</searchLink><br /><searchLink fieldCode="DE" term="%22Automobile+driver+education%22">Automobile driver education</searchLink><br /><searchLink fieldCode="DE" term="%22Public+spaces%22">Public spaces</searchLink><br /><searchLink fieldCode="DE" term="%22Landscapes%22">Landscapes</searchLink><br /><searchLink fieldCode="DE" term="%22Automobile+drivers%22">Automobile drivers</searchLink><br /><searchLink fieldCode="DE" term="%22Traffic+safety%22">Traffic safety</searchLink><br /><searchLink fieldCode="DE" term="%22Road+construction%22">Road construction</searchLink><br /><searchLink fieldCode="DE" term="%22Express+highways%22">Express highways</searchLink> – Name: Abstract Label: Abstract Group: Ab Data: • Among teens, the odds of speeding are higher on high-speed roads, and open, low-to-moderately dense visual environments. • Overall teen speeding rates were higher on low-speed roads and high-density, built-up urban environments. • Our findings highlight the need to include road design awareness in driver training to reduce teen speeding. Introduction: Traffic crashes are the leading cause of injury and death among U.S. teenagers. While research has mainly focused on teen driver-related factors, the influence of road design and visual environments on risky driving behaviors like speeding remains understudied. This study examined associations of road and visual environment characteristics with speeding behavior among teen drivers aged 16 and 17 who received a traffic citation. Methods: We collected driving data via GPS-based vehicle telematics devices. We merged the driving data, recorded at 2-minute intervals for two months, for each driver, with Google Street View images. We applied semantic segmentation to characterize the visual environment of roads driven by teens. We used zero-inflated negative binomial regressions to identify the road and visual environment characteristics associated with increased risks of speeding events and rates per 1000 miles driven. Results: Of 18,679 roads observed, 1,705 (9%) encountered one or more speeding events. The odds of speeding events were higher on interstates (Odds Ratio [OR] = 436, 95% CI: 289.77, 656.75) and freeways (OR = 750, 95% CI: 452.37, 1243.77) than on local roads. Regarding visual environments, the odds of speeding events were 1.69, 3.04, and 2.60 times higher in open-road, open residential, and leafy residential environments, respectively, than in built-up urban spaces. Despite higher odds, the speeding rates on interstates, freeways, open-road, and residential environments were lower compared to local roads and built-up urban spaces, partly because approximately half of all driving occurred on these types of roads and visual environments. Conclusion and Practical Application: Among teens with a history of traffic citations, driving on high-speed roads and in open, low- to moderately dense environments is associated with an increased risk of speeding events. These findings highlight the importance of incorporating awareness of different road designs into future driver training programs to mitigate speeding behaviors among teens. [ABSTRACT FROM AUTHOR] – Name: AbstractSuppliedCopyright Label: Group: Ab Data: <i>Copyright of Journal of Safety Research is the property of Pergamon Press - An Imprint of Elsevier Science and its content may not be copied or emailed to multiple sites without the copyright holder's express written permission. Additionally, content may not be used with any artificial intelligence tools or machine learning technologies. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract.</i> (Copyright applies to all Abstracts.) |
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| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1016/j.jsr.2026.02.010 Languages: – Code: eng Text: English PhysicalDescription: Pagination: PageCount: 9 StartPage: 174 Subjects: – SubjectFull: Automobile speed Type: general – SubjectFull: Automobile driver education Type: general – SubjectFull: Public spaces Type: general – SubjectFull: Landscapes Type: general – SubjectFull: Automobile drivers Type: general – SubjectFull: Traffic safety Type: general – SubjectFull: Road construction Type: general – SubjectFull: Express highways Type: general Titles: – TitleFull: Associations of road and visual environment characteristics with speeding behaviors among high risk teen drivers. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Kar, Armita – PersonEntity: Name: NameFull: Miller, Harvey J. – PersonEntity: Name: NameFull: Alshaikh, Enas – PersonEntity: Name: NameFull: Williams, Nicole – PersonEntity: Name: NameFull: Recker, Robyn – PersonEntity: Name: NameFull: Yang, Jingzhen IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 06 Text: Jun2026 Type: published Y: 2026 Identifiers: – Type: issn-print Value: 00224375 Numbering: – Type: volume Value: 97 Titles: – TitleFull: Journal of Safety Research Type: main |
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