论文标题

教师对Jupyter和R Hiny作为开放教育和科学的数字工具的看法

Teachers' perception of Jupyter and R Shiny as digital tools for open education and science

论文作者

Hanč, Jozef, Štrauch, Peter, Paňková, Eva, Hančová, Martina

论文摘要

在过去的十年中,尤其是数据科学使用的开源数字技术的进展,导致了几乎所有人类活动中获取,存储,处理,分析或共享数据的非常易于访问的方法。数据科学工具不仅在开放科学中带来透明度,可访问性和可重复性,而且还带来了开放教育的好处,作为提高教学有效性的学习工具。 加上我们将jupyter作为一种互动多媒体学习工具的教学介绍和审查,我们在复杂的混合方法方法的框架中介绍了三年的研究,该方法研究了三组的物理教师对jupyter技术的看法:博士学位:博士学位。物理教育研究(PER)的候选人($ n = 9 $),职前物理教师($ n = 33 $)和在职物理教师($ n = 40 $)。 尽管事实是开源jupyter笔记本本是自然而容易的,但结果表明,在服务中的教师并未为jupyter技术和开放分析做好准备,而是积极接受通过另一种开放式数据科学工具提供的开放式教育数据,R Shiny Internine Internicive Web应用程序是立即反馈和教学质量的重要形式,是他们的一项重要形式。 同时,我们的指导导致了翻转学习的框架,还表明,每个研究人员和服务前物理学教师的年轻开始都可以掌握关键的数字技能,以与Jupyter技术合作,以赞赏其对他们的学习,数据和统计素养或专业发展的重大影响。 所有结果都支持全球持续的努力,以在传统教育中实施Jupyter,作为一种有希望的免费开源互动学习工具,以促进学习过程,尤其是对于即将到来的年轻一代。

During the last ten years advances in open-source digital technology, used especially by data science, led to very accessible ways how to obtain, store, process, analyze or share data in almost every human activity. Data science tools bring not only transparency, accessibility, and reproducibility in open science, but also give benefits in open education as learning tools for improving effectiveness of instruction. Together with our pedagogical introduction and review of Jupyter as an interactive multimedia learning tool, we present our three-years long research in the framework of a complex mixed-methods approach which examines physics teachers' perception of Jupyter technology in three groups: Ph.D. candidates in physics education research (PER) ($N = 9$), pre-service physics teachers ($N = 33$) and in-service physics teachers ($N = 40$). Despite the fact that open-source Jupyter notebooks are natural and easy as email or web, the results suggest that in-service teachers are not prepared for Jupyter technology and open analysis, but positively accept open education data presented via another open-source data science tool, R Shiny interactive web application, as an important form of immediate feedback and learning about the quality of their instruction. Simultaneously our instruction results in the frame of the Flipped Learning also indicate that young beginning PER researchers and pre-service physics teachers can master key digital skills to work with Jupyter technology appreciating its big impact on their learning, data and statistical literacy or professional development. All results support the ongoing worldwide effort to implement Jupyter in traditional education as a promising free open-source interactive learning tool to foster learning process, especially for the upcoming young generation.

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