Exploring the role of conscientiousness on visualization-supported decision-making

被引:8
作者
Alves, Tomas [1 ,2 ]
Delgado, Tiago [1 ]
Henriques-Calado, Joana [3 ]
Goncalves, Daniel [1 ,2 ]
Gama, Sandra [1 ,2 ]
机构
[1] Univ Lisbon, Inst Super Tecn, Ave Rovisco Pais 1, P-1049001 Lisbon, Portugal
[2] INESC ID, R Alves Redol 9, P-1000029 Lisbon, Portugal
[3] Univ Lisbon, Fac Psicol, CICPSI, Lisbon, Portugal
来源
COMPUTERS & GRAPHICS-UK | 2023年 / 111卷
关键词
Visualization; Decision-making; Conscientiousness; Personality; INDIVIDUAL-DIFFERENCES; PERSONALITY; TECHNOLOGY; SCATTERPLOTS; EXPLORATION; PERFORMANCE; DIMENSIONS;
D O I
10.1016/j.cag.2023.01.010
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Understanding how visualizations can support decision-making continues to be one of the most relevant challenges in current research. However, prior work provides limited knowledge regarding how the decision-maker profile and, in particular, psychological constructs affect decision-making. Weighing how conscientiousness affects one's tendency to follow the rules and prioritize tasks, this work explores if this personality trait plays a role in visualization-supported decision-making. We asked participants to perform a series of multi-attribute choices using visualizations of high-dimensional data. Further, we study if the quality feedback of the past choice affects the decision-making process. Our results suggest that the feedback quality of past decisions affects how much individuals invest in data analysis and decision-making. In addition, user confidence is affected by conscientiousness scores, resulting in conscientious individuals changing their choices more often. Our findings provide new insights into the research challenges of analyzing decision-making in a visualization setting.(c) 2023 Elsevier Ltd. All rights reserved.
引用
收藏
页码:47 / 62
页数:16
相关论文
共 88 条
  • [1] Abdi H., 2010, ENCY RES DESIGN, V1, P1, DOI DOI 10.4135/9781412961288.N178
  • [2] FairSight: Visual Analytics for Fairness in Decision Making
    Ahn, Yongsu
    Lin, Yu-Ru
    [J]. IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2020, 26 (01) : 1086 - 1095
  • [3] CONCEPTS OF TRAIT AND PERSONALITY
    Allport, Gordon W.
    [J]. PSYCHOLOGICAL BULLETIN, 1927, 24 (05) : 284 - 293
  • [4] Alvarez Julian., 2011, Serious Games Simulation for Risks Management, V11, P11
  • [5] STRATOS: Using Visualization to Support Decisions in Strategic Software Release Planning
    Aseniero, Bon Adriel
    Wun, Tiffany
    Ledo, David
    Ruhe, Guenther
    Tang, Anthony
    Carpendale, Sheelagh
    [J]. CHI 2015: PROCEEDINGS OF THE 33RD ANNUAL CHI CONFERENCE ON HUMAN FACTORS IN COMPUTING SYSTEMS, 2015, : 1479 - 1488
  • [6] A Structured Review of Data Management Technology for Interactive Visualization and Analysis
    Battle, Leilani
    Scheidegger, Carlos
    [J]. IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2021, 27 (02) : 1128 - 1138
  • [7] Finding Waldo: Learning about Users from their Interactions
    Brown, Eli T.
    Ottley, Alvitta
    Zhao, Helen
    Lin, Quan
    Souvenir, Richard
    Endert, Alex
    Chang, Remco
    [J]. IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2014, 20 (12) : 1663 - 1672
  • [8] Brown James., 2001, Statistics, V5, P12
  • [9] Evaluation of Interactive Visualization on Mobile Computing Platforms for Selection of Deep Brain Stimulation Parameters
    Butson, Christopher R.
    Tamm, Georg
    Jain, Sanket
    Fogal, Thomas
    Krueger, Jens
    [J]. IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2013, 19 (01) : 108 - 117
  • [10] Card SK., 1999, READINGS INFORM VISU