Department of Transportation Engineering, University of Seoul, 163 Seoulsiripdae-ro Dongdaemun-gu, Seoul 02504, South Korea.
Department of Geography Education, University of Education, Winneba, Winneba, Ghana.
Accid Anal Prev. 2021 Sep;159:106268. doi: 10.1016/j.aap.2021.106268. Epub 2021 Jun 30.
Developing countries are primarily associated with poor roadway and lighting infrastructure challenges, which has a considerable effect on their traffic accident fatality rates. These rates are further increased as bus/minibus drivers indulge in risky driving, mainly during weekends when traffic and police surveillance is low to maximise profits. Although these factors have been mentioned in the literature as key indicators influencing accident severity of buses/minibuses, there is currently no study that explored the complex mechanisms underpinning the simultaneous effect of pavement and light conditions on the generation of accident severity outcomes while considering weekly temporal stability of the accident-risk factors. This study seeks to investigate the variations in the effect of contributing factors on the severity of bus/minibus accidents in Ghana across various combinations of pavement and light conditions and to identify the exact effects of weekdays and weekends on severity outcomes using a random parameter ordered logit model with heterogeneity in the means to account for unobserved heterogeneity in the police-reported data. Preliminary analysis demonstrated that accident-risk factors used in the models were temporally unstable, warranting the division of the data into both weekend and weekday time-periods. A wide variety of factors such as sideswipes, median presence, merging, and overtaking had significantly varying effects on bus/minibus accident severities under different combinations of pavement and light conditions for both weekdays and weekends. Insights drawn from this study, together with the policy recommendations provided, can be employed by engineers and policymakers to improve traffic safety in developing nations.
发展中国家主要面临道路和照明基础设施挑战,这对其交通事故死亡率有相当大的影响。由于公共汽车/小巴司机在周末从事危险驾驶,特别是在交通和警察监管较少的时候,以最大限度地提高利润,这些比率进一步上升。尽管这些因素在文献中被提到是影响公共汽车/小巴事故严重程度的关键指标,但目前还没有研究探讨在考虑事故风险因素的每周时间稳定性的情况下,路面和灯光条件对事故严重程度结果的同时影响的复杂机制。本研究旨在调查在加纳,不同路面和灯光条件组合下,导致公共汽车/小巴事故严重程度的因素变化,并使用具有均值异质性的随机参数有序逻辑模型,识别工作日和周末对严重程度结果的具体影响,以解释警察报告数据中的未观察到的异质性。初步分析表明,模型中使用的事故风险因素在时间上不稳定,需要将数据分为周末和工作日两个时间段。在不同的路面和灯光条件组合下,无论是工作日还是周末,侧面碰撞、中间存在、合并和超车等各种因素对公共汽车/小巴事故严重程度的影响都有显著差异。本研究得出的见解以及提出的政策建议,可以为工程师和政策制定者提供参考,以提高发展中国家的交通安全水平。