论文标题
使用处理流利度作为对散点图可视化的信任度量
Using Processing Fluency as a Metric of Trust in Scatterplot Visualizations
论文作者
论文摘要
与读者建立信任是视觉数据通信的重要第一步。但是,是什么使可视化值得信赖呢?心理学和行为经济学研究发现处理流利度(即感知和处理刺激的速度和准确性)对于感知到信任至关重要。我们通过两项实证研究研究了处理流利度与可视化的信任之间的关联。在实验1中,我们测试了伪装可视化对加工流利度的影响。参与者估计了六个伪装可视化的指定范围内的数据值的比例和一个非征收的控制;他们还报告了每个可视化的感知困难。与对照相比,伪装的可视化产生的准确估计较少。在实验2中,我们根据行为经济学改编的信任游戏创建了一项决策任务。我们要求参与者投资于两家假设的公司,并报告他们对每个公司的信任程度。一家公司通过伪装的可视化来传达其策略,另一家公司通过受控的可视化进行传达。参与者倾向于在呈现伪装的可视化的公司中投入更少的资金。因此,我们发现了以下假设,即处理流利性是对视觉数据通信信任的感知的关键。
Establishing trust with readers is an important first step in visual data communication. But what makes a visualization trustworthy? Psychology and behavioral economics research has found processing fluency (i.e., speed and accuracy of perceiving and processing a stimulus) is central to perceived trust. We examine the association between processing fluency and trust in visualizations through two empirical studies. In Experiment 1, we tested the effect of camouflaging a visualization on processing fluency. Participants estimated the proportion of data values within a specified range for six camouflaged visualizations and one non-camouflaged control; they also reported their perceived difficulty for each of the visualizations. Camouflaged visualizations produced less accurate estimations compared to the control. In Experiment 2, we created a decision task based on trust games adapted from behavioral economics. We asked participants to invest money in two hypothetical companies and report how much they trust each company. One company communicates its strategy with a camouflaged visualization, the other with a controlled visualization. Participants tended to invest less money in the company presenting a camouflaged visualization. Hence, we found support for the hypothesis that processing fluency is key to the perception of trust in visual data communication.