Embedding Digital Data Storytelling in Introductory Data Science Course

Lujie Chen, Jamie Gillan, Matthew Decker, Egan Eteffa, Anjelica Marzan, Justin Thai, Sarah Jewett
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Abstract

With the emergence of data science as an inherently multidisciplinary subject, there is increasing demand for graduates with well-rounded competence in computing, analytics, and communication skills. However, in conventional education systems, computing & quantitative, and communication skills are often taught in different disciplines. Data storytelling is constructing and presenting data stories to highlight the analytical insights to achieve the communication goals to a specific audience. Digital data storytelling leverages digital storytelling techniques and best practices in communication to deliver stories that can be shared in digital formats to a wide audience. In this paper, we describe and reflect on a semester-long project-based learning pilot using Digital Storytelling as a framework to allow students to explore topics themed around human flourishing and sustainability with the end goal of constructing data stories delivered in digital or video format (i.e., Digital Data Storytelling). The pilot work was conducted in an introductory data science course at a 4-year Minority Serving Institution in collaboration with students studying non-STEM disciplines at a partner community college. Our pilot demonstrates the potential benefit of this sustainability-aware Project-Based Learning design in raising students’ awareness of sustainability issues, increasing confidence in cross-disciplinary communication competency, and at the same time deepening their understanding of data science concepts. We further reflect on the significant role of an effective program model as well as challenges and opportunities for building transdisciplinary communication competency to prepare for a diverse data science workforce.
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在数据科学入门课程中嵌入数字数据叙事
随着数据科学作为一门固有的多学科学科的出现,对在计算、分析和沟通技巧方面具备全面能力的毕业生的需求越来越大。然而,在传统的教育系统中,计算机定量和沟通技巧通常在不同的学科中教授。数据讲故事是构建和呈现数据故事,以突出分析见解,以实现对特定受众的传播目标。数字数据叙事利用数字叙事技术和传播中的最佳实践,向广大受众提供可以数字格式共享的故事。在本文中,我们描述并反思了一个学期的基于项目的学习试点,该试点使用数字故事作为框架,允许学生探索以人类繁荣和可持续性为主题的主题,最终目标是构建以数字或视频格式交付的数据故事(即数字数据故事)。试点工作是在一所四年制少数族裔服务机构的数据科学入门课程中与一所合作社区学院的非stem学科学生合作进行的。我们的试点项目展示了这种具有可持续性意识的基于项目的学习设计在提高学生对可持续性问题的认识,增强跨学科沟通能力的信心,同时加深他们对数据科学概念的理解方面的潜在好处。我们进一步反思了有效的项目模型的重要作用,以及建立跨学科沟通能力的挑战和机遇,为多样化的数据科学劳动力做好准备。
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CiteScore
0.70
自引率
0.00%
发文量
10
审稿时长
12 weeks
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