使用多模态数据表示在数据科学入门课程中教授可视化可访问性

JooYoung Seo, Mine Dogucu
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引用次数: 1

摘要

尽管有各种表示数据模式和模型的方法,但可视化主要是在许多数据科学课程中教授的,因为它的效率很高。这种依赖视觉的输出可能对盲人和视力受损者以及有学习障碍的人造成严重障碍。我们认为,教师需要教授多种数据表示方法,以便所有学生都能产生更易于访问的数据产品。在本文中,我们认为可访问性应该早在入门课程中就作为数据科学课程的一部分进行教授,这样无论学习者是否主修数据科学,他们都可以对可访问性有基本的了解。作为数据科学教育工作者,我们在两所不同的机构中教授可访问性作为我们低级别课程的一部分,我们分享了其他数据科学教师可以使用的具体示例。
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Teaching Visual Accessibility in Introductory Data Science Classes with Multi-Modal Data Representations
Although there are various ways to represent data patterns and models, visualization has been primarily taught in many data science courses for its efficiency. Such vision-dependent output may cause critical barriers against those who are blind and visually impaired and people with learning disabilities. We argue that instructors need to teach multiple data representation methods so that all students can produce data products that are more accessible. In this paper, we argue that accessibility should be taught as early as the introductory course as part of the data science curriculum so that regardless of whether learners major in data science or not, they can have foundational exposure to accessibility. As data science educators who teach accessibility as part of our lower-division courses in two different institutions, we share specific examples that can be utilized by other data science instructors.
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