Sturdy Inference: A Bayesian Analysis of U.S. Motorcycle Helmet Laws

Richard Fowles, P. Loeb
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Abstract

Motorcycle related fatalities continue to be a major concern for public health officials, economists, and policy makers interested in such matters. In 2006, 3% of all motor vehicles registered in the United States were 2-3 wheelers (motorcycle type vehicles), while riders of these vehicles accounted for 11% of vehicle related deaths. Such a disproportionate number of fatalities associated with motorcycles is certainly grounds for concern. Most studies of motorcycle fatalities attribute deaths to the avoidance of wearing helmets and the lack of helmet laws, speed, and alcohol usage. This study makes use of a rich panel data set for the period 1980 to 2010 by state and the District of Columbia to examine these factors and others. It is the first study to differentiate between the effects of universal and partial helmet laws on motorcycle fatalities. It also accounts for the effects of cell phone use, alcohol consumption, and suicidal propensities on these crashes after adjusting for a whole host of socioeconomic and driving related factors. The analysis is conducted using a new Bayesian technique, which examines the sturdiness of regression coefficients. This new method uses statistics referred to as S-values that addresses both estimation and model ambiguity. Results indicate that the variables we focus on, i.e., cell phones, alcohol consumption, and helmet laws affect motorcycle fatalities. Further, universal helmet laws appear to have a larger effect on such fatalities than partial helmet laws.
坚固推理:美国摩托车头盔法规的贝叶斯分析
摩托车相关的死亡事故仍然是公共卫生官员、经济学家和对此类问题感兴趣的政策制定者关注的主要问题。2006年,在美国登记的所有机动车辆中有3%是2-3轮(摩托车型车辆),而这些车辆的乘客占车辆相关死亡人数的11%。与摩托车相关的如此不成比例的死亡人数当然值得关注。大多数关于摩托车死亡的研究将死亡归因于避免戴头盔和缺乏头盔法律、速度和饮酒。本研究利用1980年至2010年期间各州和哥伦比亚特区的丰富面板数据集来检查这些因素和其他因素。这是第一个区分普遍和部分头盔法对摩托车死亡人数影响的研究。在调整了一系列社会经济和驾驶相关因素后,它还解释了手机使用、饮酒和自杀倾向对这些事故的影响。分析是使用一种新的贝叶斯技术进行的,该技术检验了回归系数的稳健性。这种新方法使用被称为s值的统计数据来解决估计和模型模糊的问题。结果表明,我们关注的变量,即手机,酒精消费和头盔法律影响摩托车死亡人数。此外,普遍的头盔法似乎比部分头盔法对此类死亡人数的影响更大。
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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