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学生对讲座录像参与度的情感分析

Sentiment Analysis of Student Engagement with Lecture Recording.

作者信息

Nkomo Larian M, Daniel Ben K

机构信息

University of Otago, Dunedin, New Zealand.

出版信息

TechTrends. 2021;65(2):213-224. doi: 10.1007/s11528-020-00563-8. Epub 2021 Jan 6.

DOI:10.1007/s11528-020-00563-8
PMID:33432309
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7787655/
Abstract

Lecture recordings are useful learning resources that can support flexible, remote and distance learning, especially during the Covid-19 pandemic. This study explored students' experiences of engaging with recorded lectures and the extent to which such engagement contributes to enhanced learning. The research involved the deployment of a questionnaire to undergraduate and postgraduate students ( = 660) who had access to lecture recordings at a research intensive public university in New Zealand. Key findings revealed that students who accessed lecture recordings reported an enhanced learning experience. They stated that the availability of lecture recordings created an inclusive learning environment for students with learning disabilities and fostered flexible learning for those who would otherwise be unable to attend lectures either due to sickness or work commitments. Data also suggest that students utilised lecture recordings as supplementary learning resources rather than a substitute for regular lecture attendance. Our findings substantiated previous research studies and additionally demonstrated the various ways in which students engage with lecture recordings. Moreover, the use of sentiment analysis shows how multiple data can be triangulated to confirm or contest research findings. Finally, we believe this study adds to the voice that lecture recordings are vital resources that support students' learning.

摘要

讲座录音是有用的学习资源,能够支持灵活、远程和远程学习,尤其是在新冠疫情期间。本研究探讨了学生参与讲座录音的体验,以及这种参与对增强学习的贡献程度。该研究对新西兰一所研究密集型公立大学中能够获取讲座录音的本科生和研究生(n = 660)进行了问卷调查。主要研究结果显示,获取讲座录音的学生报告称学习体验有所增强。他们表示,讲座录音的可用性为有学习障碍的学生创造了一个包容的学习环境,并为那些因生病或工作而无法参加讲座的学生提供了灵活的学习方式。数据还表明,学生将讲座录音用作补充学习资源,而非替代常规的课堂听讲。我们的研究结果证实了先前的研究,并进一步展示了学生参与讲座录音的各种方式。此外,情感分析的使用表明了如何对多种数据进行三角测量以证实或质疑研究结果。最后,我们认为这项研究进一步表明,讲座录音是支持学生学习的重要资源。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/956d/7787655/b56361bd27e5/11528_2020_563_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/956d/7787655/b21faf902814/11528_2020_563_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/956d/7787655/b56361bd27e5/11528_2020_563_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/956d/7787655/b21faf902814/11528_2020_563_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/956d/7787655/b56361bd27e5/11528_2020_563_Fig2_HTML.jpg

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