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Heterogeneous treatment effects of speed cameras on road safety

机译:高速摄像机对道路安全的异质处理效果

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This paper analyses how the effects of fixed speed cameras on road casualties vary across sites With. different characteristics and evaluates the criteria for selecting camera sites. A total of 771 camera sites and 4787 potential control sites are observed for a period of 9 years across England. Site characteristics such as road class, crash history and site length are combined into a single index, referred to as a propensity score. We first estimate the average effect at each camera site using propensity score matching. The effects are then estimated as a function of propensity scores using local polynomial regression. The results show that the reduction in personal injury collisions ranges from 10% to 40% whilst the average effect is 25.9%, indicating that the effects of speed cameras are not uniform across camera sites and are dependent on site characteristics, as measured by propensity scores. We further evaluate the criteria for selecting camera sites in the UK by comparing the effects at camera sites meeting and not meeting the criteria. The results show that camera sites which meet the criteria perform better in reducing casualties, implying the current site selection criteria are rational. Crown Copyright (C) 2016 Published by Elsevier Ltd. All rights reserved.
机译:本文分析了定速摄像机对道路交通伤亡的影响如何随地点而变化。不同的特征,并评估选择相机位置的标准。在整个英格兰,总共观测到771个相机站点和4787个潜在控制站点,为期9年。站点特征(例如道路等级,崩溃历史记录和站点长度)组合为一个指数,称为倾向得分。我们首先使用倾向得分匹配来估计每个相机站点的平均效果。然后,使用局部多项式回归将效果估计为倾向得分的函数。结果表明,人身伤害碰撞的减少范围从10%到40%,而平均影响为25.9%,这表明快速相机的效果在各个相机站点之间并不均匀,并且取决于站点得分(通过倾向评分来衡量) 。我们通过比较符合和不符合标准的照相场所的效果,进一步评估选择英国照相场所的标准。结果表明,符合条件的摄像机站点在减少人员伤亡方面表现更好,这表明当前的站点选择标准是合理的。 Crown版权所有(C)2016,由Elsevier Ltd.发行。保留所有权利。

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