Reproducibility in the Classroom

IF 7.4 1区 数学 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS
Mine Dogucu
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引用次数: 0

Abstract

Difficulties in reproducing results from scientific studies have lately been referred to as a reproducibility crisis. Scientific practice depends heavily on scientific training. What gets taught in the classroom is often practiced in labs, fields, and data analysis. The importance of reproducibility in the classroom has gained momentum in statistics education in recent years. In this article, we review the existing literature on reproducibility education. We delve into the relationship between computing tools and reproducibility through visiting historical developments in this area. We share examples for teaching reproducibility and reproducible teaching while discussing the pedagogical opportunities created by these examples as well as challenges that the instructors should be aware of. We detail the use of teaching reproducibility and reproducible teaching practices in an introductory data science course. Lastly, we provide recommendations on reproducibility education for instructors, administrators, and other members of the scientific community.
课堂上的可重复性
科学研究结果难以再现最近被称为再现性危机。科学实践在很大程度上依赖于科学培训。课堂上教授的内容往往要在实验室、现场和数据分析中实践。近年来,可重复性在课堂教学中的重要性在统计教育中日益凸显。在本文中,我们回顾了有关可重复性教育的现有文献。我们通过访问该领域的历史发展,深入探讨了计算工具与再现性之间的关系。我们分享了可重复性教学和可重复性教学的实例,同时讨论了这些实例所创造的教学机会以及教师应注意的挑战。我们详细介绍了在数据科学入门课程中使用可重现性教学和可重现性教学实践的情况。最后,我们为教师、管理人员和科学界的其他成员提供了关于可重复性教育的建议。
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来源期刊
Annual Review of Statistics and Its Application
Annual Review of Statistics and Its Application MATHEMATICS, INTERDISCIPLINARY APPLICATIONS-STATISTICS & PROBABILITY
CiteScore
13.40
自引率
1.30%
发文量
29
期刊介绍: The Annual Review of Statistics and Its Application publishes comprehensive review articles focusing on methodological advancements in statistics and the utilization of computational tools facilitating these advancements. It is abstracted and indexed in Scopus, Science Citation Index Expanded, and Inspec.
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