Development and Assessment of a Web-based Platform for an Active Learning Physics Lab Session on the linear regression technique

K. Yiasemides, K. Zachariadou, N. Moshonas, M. Rangoussi, A. Charitopoulos
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Abstract

Design, development and evaluation of a web-based platform to support hands-on introductory lab sessions in a first-year Physics course, within an undergraduate Electrical and Electronics Engineering curriculum, is presented and discussed. The aim of this project is to develop and put to use an active learning scenario for the introductory lab sessions of the Physics course; these are currently given in the form of conventional lectures and thus fail to attract students’ interest, motivate them or even aid them to grasp the essence of the methods they are expected to use in the following lab sessions. The material taught, namely, (i) linear regression method fundamentals and (ii) uncertainties in measurements, is basic and necessary for the quantitative verification of the physics laws and the estimation of unknown parameters. The application developed is web-based and consists of independent tabs (web pages), each providing access to a specific lab session. In order to evaluate the attractiveness and the educational effectiveness of the new application, DanaIntro, along with the new active learning scenario, a pilot test has been carried out with the 2020-21 firstyear student cohort, split into an ‘experimental group’ that used DanaIntro and a ‘control group’ that was taught in the conventional form (lectures and then problem-solving in class). Only the 1st part of DanaIntro (linear regression method fundamentals) was used in this pilot test. Analysis of student performance across all lab-related evaluation activities, described in detail here, has yielded positive results for the ‘experimental group’ - especially for students with a moderate understanding of the material (linear regression). These results encouraged the class instructors to develop the 2nd part of DanaIntro, on measurement uncertainties. Both parts are going to replace the respective conventional lectures and are planned to undergo formal evaluation in the next academic year.
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基于网络的线性回归技术物理实验主动学习平台的开发与评估
设计、开发和评估一个基于网络的平台,以支持在本科电气和电子工程课程中一年级物理课程的动手入门实验课程,提出并讨论。这个项目的目的是为物理课程的入门实验课程开发并使用一个主动学习场景;这些课程目前以传统讲座的形式进行,因此无法吸引学生的兴趣,激励他们,甚至无法帮助他们掌握在接下来的实验课程中使用的方法的本质。所教授的材料,即(i)线性回归方法基础和(ii)测量中的不确定性,是定量验证物理定律和估计未知参数的基础和必要的。开发的应用程序是基于web的,由独立的选项卡(网页)组成,每个选项卡都提供对特定实验会话的访问。为了评估新应用程序DanaIntro的吸引力和教育效果,以及新的主动学习场景,在2020-21学年的一年级学生中进行了一项试点测试,分为使用DanaIntro的“实验组”和以传统形式(讲座然后在课堂上解决问题)进行教学的“对照组”。在本次先导试验中只使用了DanaIntro的第一部分(线性回归方法基础)。对学生在所有与实验室相关的评估活动中的表现的分析,在这里详细描述,对“实验组”产生了积极的结果-特别是对材料有中等理解的学生(线性回归)。这些结果鼓励班主任开发DanaIntro的第二部分,即测量不确定度。这两个部分都将取代各自的传统讲座,并计划在下一学年进行正式评估。
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