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Data Visualisation Literacy in Higher Education: An Exploratory Study of Understanding of a Learning Dashboard Tool

机译:高等教育中的数据可视化素养:一种了解学习仪表板工具的探索性研究

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The visualisation of data has become ubiquitous. Visualisations are used to represent data in a way that is easy to understand and useful in our lives. Each data visualisation needs to be suitable to extract the correct information to complete a task and make an informed decision while minimising the impact of biases. To achieve this, the ability to create and read visualisations has become as important as the ability to read and write. Therefore, the Information Visualisation community is applying more attention to literacy and decision making in data vis-ualisations. Until recently, researchers lacked valid and reliable test in-struments to measure the literacy of users or the taxonomy to detect biased judgement in data visualisations. A literature review showed there is relatively little research on data visualisations for different user data literacy levels in authentic settings and a lack of studies that pro-vide evidence for the presence of cognitive biases in data visualisa-tions. This exploratory research study was undertaken to develop a method to assess perceived usefulness and confidence in reporting dashboards within higher education by adapting existing research in-struments. A survey was designed to test perceived usefulness, per-ceived skill and 24 multiple-choice test items covering six data visuali-sations based on eight tasks. The study was sent to 157 potential par-ticipants, with a response rate of 20.38%. The results showed data vis-ualisations are useful, but the purpose of some data visualisations is not always understood. Also, we showed there is a consensus that re-spondents perceive their data visualisation literacy is higher than they believe their peers to be. However, the higher their overconfidence, the lower their actual data visualisation literacy score. Finally, we discuss the benefits, limitations and possible future research areas.
机译:数据的可视化已变得无处不在。可视化用于以易于理解和在我们的生活中有用的方式表示数据。每个数据可视化需要适合提取正确的信息以完成任务并进行明智的决定,同时最小化偏差的影响。为实现这一目标,创建和读取的能力变得与读写能力一样重要。因此,信息可视化社区正在更加关注数据对ualisations的识字性和决策。直到最近,研究人员缺乏有效且可靠的测试中的测试中的测试,以衡量用户的识字或分类法检测数据的偏见判断。文献综述表明,在真实的环境中对不同用户数据识字水平的数据可视化程度的研究还有很少的研究,以及缺乏研究,以便在数据Visualisa-tions中存在认知偏差的识别证据。该探索性研究采用通过调整现有的研究,开发一种评估在高等教育中报告仪表板的感知有用性和信心。旨在通过八个任务测试覆盖六个数据Visuali-sations的感知有用性,每次采用技能和24个多项选择测试项目。该研究被送到157个潜在的抗纤维素,响应率为20.38%。结果表明,数据对 - uAlisation是有用的,但一些数据可视化的目的并不总是被理解。此外,我们展示了一个共识,即重新欣赏他们的数据可视化素养高于他们认为他们的同行。然而,他们的过度频率越高,其实际数据可视化素质评分越低。最后,我们讨论了未来的福利,限制和可能的研究领域。

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