Exploration of the Heterogeneity among Elderly Drivers by Analyzing Traffic Crash Data: A Case Study in Pennsylvania, USA

IF 0.7 Q4 TRANSPORTATION SCIENCE & TECHNOLOGY
Zihao Zhang, Chenhui Liu
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Abstract

With population aging and life expectancy increasing, elderly drivers have been increasing quickly in the United States and the heterogeneity among them with age is also increasingly non-ignorable. Based on traffic crash data of Pennsylvania from 2011 to 2019, this study was designed to identify this heterogeneity by quantifying the relationship between age and crash characteristics using linear regression. It is found that for elderly driver-involved crashes, the proportion leading to casualties significantly increases with age. Meanwhile, the proportions at night, on rainy days, on snowy days, and involving driving under the influence (DUI) decrease linearly with age, implying that elderly drivers tend to avoid traveling in risky scenarios. Regarding collision types, elderly driver-involved crashes are mainly composed of angle, rear-end, and hit-fixed-object collisions, proportions of which increase linearly, decrease linearly, and keep consistent with age, respectively. The increase in angle collisions is primarily attributed to more crashes at stop-controlled intersections. The findings suggest that it may be inappropriate to take elderly drivers as homogeneous or simply categorize them into several age groups. Instead, regarding elderly drivers, age should be taken as continuous in future studies to display their linearly changing trends. This is one of the pioneering studies exploring the heterogeneity across elderly drivers with age with solid data analysis. The findings are expected to provide new insights for agencies to develop customized countermeasures regarding elderly traffic safety in the aging society.
通过分析交通事故数据探索老年驾驶员的异质性:美国宾夕法尼亚州案例研究
随着人口老龄化和预期寿命的延长,老年驾驶员在美国迅速增加,他们之间随着年龄增长而产生的异质性也越来越不容忽视。本研究以宾夕法尼亚州 2011 年至 2019 年的交通事故数据为基础,通过线性回归量化年龄与事故特征之间的关系,旨在识别这种异质性。研究发现,在老年驾驶员参与的碰撞事故中,导致人员伤亡的比例随着年龄的增长而显著增加。与此同时,夜间、雨天、雪天和酒后驾驶(DUI)的比例随着年龄的增长呈线性下降,这意味着老年驾驶者倾向于避免在危险场景中行驶。在碰撞类型方面,老年驾驶者涉及的碰撞主要包括角度碰撞、追尾碰撞和撞上固定物碰撞,其比例分别随年龄的增长而线性上升、线性下降和保持一致。角度碰撞增加的主要原因是在停止控制的交叉路口发生了更多碰撞。研究结果表明,将老年驾驶员视为同类或简单地将他们分为几个年龄组可能是不恰当的。相反,在今后的研究中,应将老年驾驶者的年龄视为连续的,以显示其线性变化趋势。这是通过扎实的数据分析探索老年驾驶者随年龄变化的异质性的开创性研究之一。研究结果有望为相关机构在老龄化社会中制定针对老年交通安全的对策提供新的见解。
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来源期刊
SAE International Journal of Transportation Safety
SAE International Journal of Transportation Safety TRANSPORTATION SCIENCE & TECHNOLOGY-
CiteScore
1.10
自引率
0.00%
发文量
21
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