Homophily at a glance: visual homophily estimation in network graphs is robust under time constraints

被引:0
作者
Daniel Reimann
André Schulz
Robert Gaschler
机构
[1] Department of Psychology, FernUniversität in Hagen, Hagen
[2] Department of Mathematics and Computer Science, FernUniversität in Hagen, Hagen
来源
SN Social Sciences | / 1卷 / 6期
关键词
Homophily; Network graphs; Node-link diagrams; Perception;
D O I
10.1007/s43545-021-00153-2
中图分类号
学科分类号
摘要
Network graphs are used for high-stake decision making in medical and other contexts. For instance, graph drawings conveying relatedness can be relevant in the context of spreading diseases. Node-link diagrams can be used to visually assess the degree of homophily in a network—a condition where a presence of the link is more likely when nodes are similar. In an online experiment (N = 531), we tested how robustly laypeople can judge homophily from node-link diagrams and how variation of time constraints and layout of the diagrams affect judgments. The results showed that participants were able to give appropriate judgments. While granting more time led to better performance, the effects were small. Rather, the first seconds account for most of the information an individual can extract from the graphs. Furthermore, we showed a difference in performance between two types of layouts (bipartite and polarized). Results have consequences for communicating the degree of homophily in network graphs to the public. © The Author(s) 2021.
引用
收藏
相关论文
共 31 条
[1]  
Allport G.W., The nature of prejudice, (1954)
[2]  
Centola D.M., Homophily, networks, and critical mass: Solving the start-up problem in large group collective action, Ration Soc, 25, 1, pp. 3-40, (2013)
[3]  
Cohen J., Statistical power analysis for the behavioral sciences, (1988)
[4]  
Cristani M., Fogoroasi D., Tomazzoli C., Measuring homophily, Kdweb, (2016)
[5]  
Duclos R., The psychology of investment behavior: (De)biasing financial decision-making one graph at a time, J Consum Psychol, 25, 2, pp. 317-325, (2015)
[6]  
Gaschler R., Marewski J.N., Frensch P.A., Once and for all: how people change strategy to ignore irrelevant information in visual tasks, Q J Exp Psychol, 68, 3, pp. 543-567, (2015)
[7]  
Gneezy U., Rustichini A., Pay enough or don’t pay at all, Quart J Econ, 115, 3, pp. 791-810, (2000)
[8]  
Golub B., Jackson M.O., How homophily affects the speed of learning and best-response dynamics, Q J Econ, 127, 3, pp. 1287-1338, (2012)
[9]  
Green L., Mehr D.R., What alters physicians’ decisions to admit to the coronary care unit?, J Fam Pract, 45, 3, pp. 219-226, (1997)
[10]  
Haider H., Frensch P.A., Information reduction during skill acquisition: the influence of task instruction, J Exp Psychol Appl, 5, 2, pp. 129-151, (1999)