A comparative analysis of feedback delivery modality within a Precision Teaching protocol to enhance drivers’ lane maintenance

IF 3.9 Q2 TRANSPORTATION
Mariaelena Tagliabue , Giulia De Cet , Federico Orsini , Massimiliano Gastaldi , Riccardo Rossi
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Abstract

Precision Teaching (PT) is a data-driven educational technique that continuously monitors and adjusts instruction to achieve specific, measurable learning outcomes. This research applies PT principles to train drivers in improving lane maintenance behaviour, focusing on the comparison between feedback delivery modalities, to fill a gap in prior literature due to limited and somewhat conflicting findings.
This study builds upon a previous study, expanding the analysis to encompass a larger cohort of drivers and introducing a new experimental condition. Overall, 80 participants were involved in a driving simulator study in which they were asked to perform four consecutive trials, the first without feedback and others with feedback delivery.
Participants were divided into three groups, each assigned to an experimental condition based on feedback administration: Auditory (A), Visual (V), and combined (VA). All systems provided contingent negative/positive feedback based on participants’ lateral position.
A MANOVA was conducted, with feedback type and trials serving as independent variables. The analysis considered six dependent variables, incorporating four indicators for lane maintenance, along with two variables, mean speed and acceleration, to assess potential indirect effects.
Results reveal that all tested conditions were effective. However, conditions A and VA demonstrated greater effectiveness in reducing the standard deviation of lateral position. The auditory feedback system seems to emerge as the most promising option, likely being less intrusive since it delivered fewer stimuli compared to VA. These findings could be valuable in shaping the design of PT protocols for real-time coaching programs for eco-driving or within usage-based insurance schemes.
对精准教学方案中的反馈方式进行比较分析,以提高驾驶员的车道保持能力
精准教学(PT)是一种数据驱动的教育技术,可持续监控和调整教学,以实现特定的、可衡量的学习成果。本研究将精准教学原则应用于培训驾驶员改善车道保持行为,重点是比较不同的反馈方式,以填补以往文献中由于研究结果有限且存在一定冲突而造成的空白。本研究以之前的一项研究为基础,扩大了分析范围,纳入了更多的驾驶员,并引入了新的实验条件。共有 80 名参与者参与了驾驶模拟器研究,他们被要求连续进行四次试验,第一次试验没有反馈,第二次试验有反馈:参与者被分为三组,每组都根据反馈管理分配到一种实验条件:听觉(A)、视觉(V)和综合(VA)。所有系统都根据参与者的横向位置提供或有的负面/正面反馈。进行了 MANOVA 分析,将反馈类型和试验作为自变量。分析考虑了六个因变量,包括车道保持的四个指标,以及平均速度和加速度两个变量,以评估潜在的间接影响。然而,条件 A 和 VA 在减少横向位置标准偏差方面表现出更大的有效性。听觉反馈系统似乎是最有前途的选择,因为与 VA 相比,听觉反馈系统提供的刺激更少,所以干扰性更小。这些研究结果对于设计生态驾驶实时指导计划或基于使用的保险计划中的PT协议很有价值。
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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来源期刊
Transportation Research Interdisciplinary Perspectives
Transportation Research Interdisciplinary Perspectives Engineering-Automotive Engineering
CiteScore
12.90
自引率
0.00%
发文量
185
审稿时长
22 weeks
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