Building and Eroding: Exogenous and Endogenous Factors that Influence Subjective Trust in Visualization

Fuente: arXiv
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Main Authors: Crouser, R. Jordan, Matoussi, Syrine, Kung, Lan, Pandey, Saugat, McKinley, Oen G., Ottley, Alvitta
Format: Preprint
Published: 2024
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author Crouser, R. Jordan
Matoussi, Syrine
Kung, Lan
Pandey, Saugat
McKinley, Oen G.
Ottley, Alvitta
author_facet Crouser, R. Jordan
Matoussi, Syrine
Kung, Lan
Pandey, Saugat
McKinley, Oen G.
Ottley, Alvitta
contents Trust is a subjective yet fundamental component of human-computer interaction, and is a determining factor in shaping the efficacy of data visualizations. Prior research has identified five dimensions of trust assessment in visualizations (credibility, clarity, reliability, familiarity, and confidence), and observed that these dimensions tend to vary predictably along with certain features of the visualization being evaluated. This raises a further question: how do the design features driving viewers trust assessment vary with the characteristics of the viewers themselves? By reanalyzing data from these studies through the lens of individual differences, we build a more detailed map of the relationships between design features, individual characteristics, and trust behaviors. In particular, we model the distinct contributions of endogenous design features (such as visualization type, or the use of color) and exogenous user characteristics (such as visualization literacy), as well as the interactions between them. We then use these findings to make recommendations for individualized and adaptive visualization design.
format Preprint
id arxiv_https___arxiv_org_abs_2408_03800
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Building and Eroding: Exogenous and Endogenous Factors that Influence Subjective Trust in Visualization
Crouser, R. Jordan
Matoussi, Syrine
Kung, Lan
Pandey, Saugat
McKinley, Oen G.
Ottley, Alvitta
Human-Computer Interaction
Trust is a subjective yet fundamental component of human-computer interaction, and is a determining factor in shaping the efficacy of data visualizations. Prior research has identified five dimensions of trust assessment in visualizations (credibility, clarity, reliability, familiarity, and confidence), and observed that these dimensions tend to vary predictably along with certain features of the visualization being evaluated. This raises a further question: how do the design features driving viewers trust assessment vary with the characteristics of the viewers themselves? By reanalyzing data from these studies through the lens of individual differences, we build a more detailed map of the relationships between design features, individual characteristics, and trust behaviors. In particular, we model the distinct contributions of endogenous design features (such as visualization type, or the use of color) and exogenous user characteristics (such as visualization literacy), as well as the interactions between them. We then use these findings to make recommendations for individualized and adaptive visualization design.
title Building and Eroding: Exogenous and Endogenous Factors that Influence Subjective Trust in Visualization
topic Human-Computer Interaction
url https://arxiv.org/abs/2408.03800