The effect of cumulative eye movements’ guidance of experts on transition from novice to expert

Neslihan Yondemir Çalişkan, Emine Şendurur
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Abstract

Based on the assumptions of cognitive load theory, this study aims to utilize the eye movement data collected from multiple experts to scaffold novice graphic designers. The study has two main stages. In the first stage, eye tracking was used to record the eye movements of 7 experts, who covered eight topics explaining how to use Photoshop. The areas of interest and fixation durations were analyzed for each topic to extract the common patterns. Instructional videos were produced with the guidance of both eye movement patterns and multimedia design principles. In the second stage of this study, those videos were delivered to 30 university students. The experiment group watched the guided videos, whereas the control group watched straight videos, i.e., content without guidance. The guidance elements were reduced (faded) as students got familiar with the interface. All participants were assigned to perform tasks as soon as they completed the videos. The findings showed that the knowledge scores did not significantly differ between groups. Still, the average performance scores of the experiment group were considerably higher than that of the control group. Considering the transition process, the experiment group outperformed the others. The topics in which experts’ eye movements highly matched each other resulted in high-performance gaps among groups.

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专家的累积眼动引导对新手向专家过渡的影响
基于认知负荷理论的假设,本研究旨在利用从多位专家那里收集到的眼动数据来帮助平面设计新手。研究分为两个主要阶段。在第一阶段,使用眼动跟踪技术记录了 7 位专家的眼动情况,他们讲解了如何使用 Photoshop 的 8 个主题。我们分析了每个主题的兴趣区域和固定持续时间,以提取共同的模式。在眼动模式和多媒体设计原则的指导下制作了教学视频。在本研究的第二阶段,这些视频被提供给 30 名大学生观看。实验组观看指导视频,而对照组则观看普通视频,即没有指导的内容。随着学生对界面的熟悉,引导元素逐渐减少(淡化)。所有参与者在看完视频后都要立即执行任务。研究结果表明,各组之间的知识得分没有明显差异。然而,实验组的平均成绩却大大高于对照组。考虑到过渡过程,实验组的表现优于其他组。专家眼动高度匹配的题目导致各组之间的成绩差距很大。
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