Understanding the role of the COVID-19 pandemic on risky driving behavior and injury severity of drivers: Embracing heterogeneity in means and variances

IF 4.8 Q2 TRANSPORTATION
Sukallyan Ghosh , Salvador Hernandez , Nabeel Saleem Saad Al-Bdairi
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引用次数: 0

Abstract

The onset of the COVID-19 pandemic significantly altered global mobility patterns, leading to a marked decrease in travel activities worldwide. In the United States, travel demand fell notably, contributing to a 22% reduction in overall crashes in 2020 compared to the prior year. In Oregon, vehicle miles traveled (VMT) dropped by 10.8%, and crashes decreased by 23.9%, yet fatalities increased by 2.63%. This rise in fatal crashes is linked to altered driving behavior, including aggressive, distracted, and impaired driving. This study investigates factors related to risky driving behavior-induced crashes in Oregon during the pandemic. Utilizing a random parameter multinomial logit model that accommodates heterogeneity, we found significant correlations between reckless behaviors, such as driving without a license, speeding, and neglecting to use restraints, and the severity of injuries. Our findings indicate temporal instability in factors contributing to injury severity. In 2019, severe injuries were more common in crashes involving drug use, drivers aged 45–54, and in speed zones of 45–55 mph (1 mph = 1.609 344 km/h). In 2020, young drivers under 25 and night-time crashes on lit streets were more likely to result in severe injuries. This research sheds light on the impact of COVID-19 on driver behavior and injury severity, particularly concerning aggressive driving. The identified risk factors are crucial for state and federal agencies to enhance road safety measures and ensure safer environments for all road users.
了解COVID-19大流行对驾驶员危险驾驶行为和伤害严重程度的影响:接受均值和方差的异质性
COVID-19大流行的爆发显著改变了全球流动模式,导致全球旅行活动显著减少。在美国,旅行需求明显下降,导致2020年的总事故比上年减少了22%。在俄勒冈州,车辆行驶里程(VMT)下降了10.8%,交通事故下降了23.9%,但死亡人数上升了2.63%。致命车祸的增加与驾驶行为的改变有关,包括攻击性、分心和驾驶障碍。本研究调查了流行病期间俄勒冈州危险驾驶行为引发的撞车事故的相关因素。利用随机参数多项logit模型,我们发现鲁莽行为(如无证驾驶、超速驾驶和忽视使用约束)与伤害严重程度之间存在显著相关性。我们的研究结果表明,时间不稳定性是导致损伤严重程度的因素。2019年,严重伤害在涉及吸毒、45-54岁司机以及45-55英里/小时(1英里/小时= 1.609 344公里/小时)的交通事故中更为常见。2020年,25岁以下的年轻司机和夜间灯光街道上的撞车事故更有可能造成严重伤害。这项研究揭示了COVID-19对驾驶员行为和伤害严重程度的影响,特别是在攻击性驾驶方面。确定的风险因素对于州和联邦机构加强道路安全措施和确保所有道路使用者享有更安全的环境至关重要。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
International Journal of Transportation Science and Technology
International Journal of Transportation Science and Technology Engineering-Civil and Structural Engineering
CiteScore
7.20
自引率
0.00%
发文量
105
审稿时长
88 days
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