Shah Priti, Freedman Eric G
Department of Psychology, University of Michigan, Ann ArborDepartment of Psychology, University of Michigan, Flint.
Top Cogn Sci. 2011 Jul;3(3):560-78. doi: 10.1111/j.1756-8765.2009.01066.x. Epub 2009 Dec 11.
This experiment investigated the effect of format (line vs. bar), viewers' familiarity with variables, and viewers' graphicacy (graphical literacy) skills on the comprehension of multivariate (three variable) data presented in graphs. Fifty-five undergraduates provided written descriptions of data for a set of 14 line or bar graphs, half of which depicted variables familiar to the population and half of which depicted variables unfamiliar to the population. Participants then took a test of graphicacy skills. As predicted, the format influenced viewers' interpretations of data. Specifically, viewers were more likely to describe x-y interactions when viewing line graphs than when viewing bar graphs, and they were more likely to describe main effects and "z-y" (the variable in the legend) interactions when viewing bar graphs than when viewing line graphs. Familiarity of data presented and individuals' graphicacy skills interacted with the influence of graph format. Specifically, viewers were most likely to generate inferences only when they had high graphicacy skills, the data were familiar and thus the information inferred was expected, and the format supported those inferences. Implications for multivariate data display are discussed.
本实验研究了图表形式(折线图与柱状图)、观众对变量的熟悉程度以及观众的图形素养技能对理解图表中呈现的多变量(三个变量)数据的影响。55名本科生为一组14幅折线图或柱状图提供了数据的书面描述,其中一半描绘的是大众熟悉的变量,另一半描绘的是大众不熟悉的变量。参与者随后进行了图形素养技能测试。正如预测的那样,图表形式影响了观众对数据的解读。具体而言,与查看柱状图时相比,观众在查看折线图时更有可能描述x-y交互作用;与查看折线图时相比,观众在查看柱状图时更有可能描述主效应和“z-y”(图例中的变量)交互作用。所呈现数据的熟悉程度和个人的图形素养技能与图表形式的影响相互作用。具体而言,只有当观众具备较高的图形素养技能、数据熟悉且因此推断出的信息是预期的,并且图表形式支持这些推断时,观众才最有可能进行推理。文中讨论了对多变量数据展示的启示。