使用GitHub教室教统计学

IF 2.2 Q3 Social Sciences
J. Fiksel, Leah Jager, Johanna S. Hardin, M. Taub
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引用次数: 30

摘要

Git和GitHub是用于跟踪多个版本数据分析内容的常用工具,它允许多人同时在一个项目上工作。GitHub课堂旨在为学生提供一种通过Git和GitHub完成和提交作业的方式,让教师有机会将这些版本控制工具整合到他们的本科统计学课程中。在2017年秋季学期,我们在两个教育环境中实施了GitHub课堂——一个入门计算统计实验室和一个更高级的计算统计课程。我们发现实施GitHub Classroom有很多教育方面的好处,比如在作业期间轻松提供编码反馈,让学生对自己在未来数据科学工作中协作和使用版本控制工具的能力更有信心。为了鼓励和简化过渡到使用GitHub教室,我们提供免费和公开的资源,既供学生开始使用Git/GitHub,也供教师使用GitHub教室进行自己的课程。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Using GitHub Classroom To Teach Statistics
Abstract Git and GitHub are common tools for keeping track of multiple versions of data analytic content, which allow for more than one person to simultaneously work on a project. GitHub Classroom aims to provide a way for students to work on and submit their assignments via Git and GitHub, giving teachers an opportunity to facilitate the integration of these version control tools into their undergraduate statistics courses. In the Fall 2017 semester, we implemented GitHub Classroom in two educational settings—an introductory computational statistics lab and a more advanced computational statistics course. We found many educational benefits of implementing GitHub Classroom, such as easily providing coding feedback during assignments and making students more confident in their ability to collaborate and use version control tools for future data science work. To encourage and ease the transition into using GitHub Classroom, we provide free and publicly available resources—both for students to begin using Git/GitHub and for teachers to use GitHub Classroom for their own courses.
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来源期刊
Journal of Statistics Education
Journal of Statistics Education EDUCATION, SCIENTIFIC DISCIPLINES-
CiteScore
1.20
自引率
0.00%
发文量
0
审稿时长
12 weeks
期刊介绍: The "Datasets and Stories" department of the Journal of Statistics Education provides a forum for exchanging interesting datasets and discussing ways they can be used effectively in teaching statistics. This section of JSE is described fully in the article "Datasets and Stories: Introduction and Guidelines" by Robin H. Lock and Tim Arnold (1993). The Journal of Statistics Education maintains a Data Archive that contains the datasets described in "Datasets and Stories" articles, as well as additional datasets useful to statistics teachers. Lock and Arnold (1993) describe several criteria that will be considered before datasets are placed in the JSE Data Archive.
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