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The Effect Of Visual Representations Of Large Qualitative Data Sets On Decision-Making Processes

机译:大型定性数据集的可视表示形式对决策过程的影响

摘要

This study investigated the influence of visual representation of qualitative data at progressively greater levels of abstraction on decision-making processes in order to address a gap in research that currently focuses predominantly on the final choice phase of decision-making and representation of quantitative information. Specifically, this research investigated how four forms of data representation, varying progressively in their use of visualization and data abstraction, compare in the effort required to arrive at a decision, the ease with which themes are identified, satisfaction with the level of detail obtained, the confidence in decisions made, and the intuitiveness of representations. The experimental design closely simulated a real world decision-making scenario with a decision-making task developed in consultation with industry experts and a large qualitative dataset obtained from a survey on workplace environmental design conducted by a large global company. Qualitative data can be open to interpretation and final decisions or conclusions can be difficult to evaluate for accuracy. Therefore, decisions were compared across the four conditions to see how varying the level of visual abstraction of data representation encouraged participants to focus on certain themes versus others and to arrive at their decisions. The results indicate that in a matter of an hour, most participants identified key themes in the data regardless of the level of abstraction of the visual representation. However, there were significant differences in operational effort required, the intuitiveness of representations, and a marginaly significant difference in the ease with which themes were identified. Participants reported satisfaction with the level of detail reached and ratings of confidence in decisions-made were low or neutral and at odds with their objective performance. Insights into the effect of the visual representations and the subjective experience of the decision-maker are discussed.
机译:这项研究调查了定性数据的可视化表示在逐步提高的抽象水平上对决策过程的影响,以解决当前主要侧重于决策和定量信息表示的最终选择阶段的研究空白。具体来说,这项研究调查了四种形式的数据表示形式,它们在使用可视化和数据抽象的过程中不断变化,如何比较决策所需的工作量,确定主题的难易程度,对获得的详细程度的满意程度,对决策的信心以及表示的直观性。实验设计紧密模拟了现实世界中的决策场景,并与行业专家协商制定了决策任务,并从一家大型跨国公司进行的有关工作场所环境设计的调查中获得了大量定性数据集。定性数据可能易于解释,最终决策或结论可能难以评估准确性。因此,在四个条件下对决策进行了比较,以了解变化的数据表示形式的视觉抽象水平如何鼓励参与者将注意力集中在某些主题上而不是其他主题上,从而得出自己的决定。结果表明,无论视觉表示的抽象水平如何,大多数参与者都在一个小时内确定了数据中的关键主题。但是,所需的工作量,表示的直观性和识别主题的难易程度都存在显着差异。与会者报告说,他们对所达到的细节水平感到满意,对决策的信心等级偏低或中立,与他们的客观表现背道而驰。讨论了视觉表示效果的洞察力和决策者的主观经验。

著录项

  • 作者

    Natarajan Meena;

  • 作者单位
  • 年度 2009
  • 总页数
  • 原文格式 PDF
  • 正文语种 en_US
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