Visual cues as perceptual load: Cues can create additional cognitive demands in interactive visualizations despite being perceived as helpful

IF 3.3 Q2 NEUROSCIENCES
Trends in Neuroscience and Education Pub Date : 2026-06-01 Epub Date: 2026-05-15 DOI:10.1016/j.tine.2026.100289
Patricia Engel-Hermann, Alexander Skulmowski
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Abstract

Background

Perceptually rich visualizations are known to pose cognitive demands. Cognitive load theory suggests that design choices can mitigate negative effects on learning performance.

Aims

We aim to evaluate whether cueing is able to reduce the cognitive demands of a parallax effect induced by constrained interactivity in learning with perceptually rich visualizations.

Sample

191 university students were included in the final sample.

Methods

Participants were randomly assigned to learn with a perceptually rich anatomical visualization in one of four versions resulting from the factors constrained interactivity (static vs. interactive parallax effect) and visual boundary cues (without vs. with cues). The constrained interactivity allowed participants to slightly rotate an anatomical model. Subjective cognitive load during learning was assessed using a survey. Participants completed image-based and text-based retention tests.

Results

Contrary to the notion that cues help learners facing perceptually rich task, we found that cues only benefit learning with the static visualization. As indicated by an interaction effect, cueing lowered retention performance in the constrained interactive condition. Germane cognitive load ratings suggest that participants recognized the cues as helpful in the interactive parallax effect condition while preferring the variant without cues in the static condition.

Conclusion

The cognitive demands of minimally interactive perceptually rich visualizations cannot simply be reduced by inserting boundary cues. Instead, visual cues may even add to the perceptual richness of visualizations if they feature subtle forms of interactivity. The perceptual demands of a slightly adjustable visualization that was extended by cues may have been too high.
视觉线索作为感知负荷:尽管线索被认为是有帮助的,但它可以在交互式可视化中产生额外的认知需求
众所周知,感知丰富的可视化会产生认知需求。认知负荷理论认为,设计选择可以减轻对学习绩效的负面影响。目的:我们的目的是评估线索是否能够减少视差效应的认知需求,视差效应是由具有丰富感知的视觉学习中受约束的互动引起的。191名大学生被纳入最终样本。方法随机分配受试者在四种版本中学习丰富的解剖学可视化,这四种版本由约束交互性(静态与互动视差效果)和视觉边界线索(无线索与有线索)的因素组成。受约束的互动性允许参与者轻微旋转解剖模型。采用调查法评估学习过程中的主观认知负荷。参与者完成了基于图像和文本的记忆测试。结果与提示有助于学习者面对感知丰富的任务的观点相反,我们发现提示只有利于静态可视化的学习。交互效应表明,在约束交互条件下,提示降低了保留性能。相关认知负荷评分表明,在互动视差效应条件下,参与者认为线索是有帮助的,而在静态条件下,参与者更喜欢没有线索的变体。结论通过插入边界提示不能简单地降低交互式感知丰富可视化的认知需求。相反,如果视觉线索以微妙的互动形式为特征,它们甚至可能增加视觉化的感知丰富性。通过线索扩展的稍微可调整的可视化的感知需求可能太高了。
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
CiteScore
6.30
自引率
6.10%
发文量
22
审稿时长
65 days
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