Pennsylvania State University, Hazleton, United States.
Georgia Southern University, United States.
J Safety Res. 2023 Jun;85:398-404. doi: 10.1016/j.jsr.2023.04.007. Epub 2023 Apr 27.
The present study attempted to provide a proof-of-concept of usefulness of cluster analysis for identifying distinct and practically meaningful subgroups of drivers who differed in their perceived risk and frequency of texting while driving (TWD).
Using a hierarchical cluster analysis, which involves sequential steps in which individual cases are merged together one at a time based on their similarities, the study first attempted to identify distinct subgroups of drivers who differed in their perceived risk and frequency of TWD. To further evaluate the meaningfulness of the subgroups identified, the subgroups were compared in terms of levels of trait impulsivity and impulsive decision making for each gender.
The study identified the following three distinct subgroups: (a) drivers who perceive TWD as risky but frequently engage in TWD; (b) drivers who perceive TWD as risky and infrequently engage in TWD; and (c) drivers who perceive TWD as not so risky and frequently engage in TWD. The subgroup of male, but not female, drivers who perceive TWD as risky but frequently engage in TWD showed significantly higher levels of trait impulsivity, but not impulsive decision making, than the other two subgroups.
This is the first demonstration that drivers who frequently engage in TWD can be categorized into two distinct subgroups that differ in terms of the perceived risk of TWD.
For drivers who perceived TWD as risky yet frequently engage in TWD, the present study suggests that different intervention strategies may be needed for each gender.
本研究旨在通过聚类分析为证明其有用性提供一个概念验证,以识别在感知风险和驾驶时发短信(TWD)频率方面存在显著差异且具有实际意义的驾驶员亚组。
使用层次聚类分析,该分析涉及依次将个体案例根据其相似性逐个合并的步骤,本研究首先尝试识别在感知风险和 TWD 频率方面存在显著差异的驾驶员亚组。为了进一步评估所确定的亚组的意义,根据每个性别的特质冲动性和冲动决策水平对亚组进行了比较。
本研究确定了以下三个不同的亚组:(a)感知 TWD 有风险但频繁进行 TWD 的驾驶员;(b)感知 TWD 有风险且不频繁进行 TWD 的驾驶员;和(c)感知 TWD 风险不高但频繁进行 TWD 的驾驶员。感知 TWD 有风险但频繁进行 TWD 的男性驾驶员亚组表现出显著更高的特质冲动性,但冲动决策水平没有差异,而不是其他两个亚组。
这是首次证明,频繁进行 TWD 的驾驶员可以分为两个不同的亚组,这两个亚组在感知 TWD 的风险方面存在差异。
对于那些认为 TWD 有风险但仍频繁参与 TWD 的驾驶员,本研究表明,对于不同性别,可能需要采用不同的干预策略。