Empowering educational policy management: understanding student emotions and sentiments

IF 1.5 Q2 EDUCATION & EDUCATIONAL RESEARCH
Juan Antonio Dip
{"title":"Empowering educational policy management: understanding student emotions and sentiments","authors":"Juan Antonio Dip","doi":"10.1108/qae-08-2023-0143","DOIUrl":null,"url":null,"abstract":"<h3>Purpose</h3>\n<p>Using sentiment analysis (SA), this study aims to examine the impact of COVID-19 on mental health and virtual learning experiences among 1,125 students at a public Argentinean faculty.</p><!--/ Abstract__block -->\n<h3>Design/methodology/approach</h3>\n<p>A study was conducted during the COVID-19 pandemic, surveying 1,125 students to gather their opinions. The survey data was analysed using text mining tools and SA. SA was used to extract the students’ emotions, views and feelings computationally and identify co-occurrences and patterns in related words. The study also examines educational policies implemented after the pandemic.</p><!--/ Abstract__block -->\n<h3>Findings</h3>\n<p>The prevalent emotions expressed in the comments were trust, sadness, anticipation and fear. A combination of trust and fear resulted in submission. Negative comments often included the words “virtual”, “virtual classroom”, “virtual classes” and “professor”. Two significant issues were identified: teachers’ inexperience with virtual classes and inadequate server infrastructure, leading to frequent crashes. The most effective educational policies addressed vital issues related to the “virtual classroom”.</p><!--/ Abstract__block -->\n<h3>Practical implications</h3>\n<p>Text mining and SA are valuable tools for decision-making during uncertain times, such as the COVID-19 pandemic. They can also provide insights to recover quality assurance processes at universities impacted by health concerns or external shocks.</p><!--/ Abstract__block -->\n<h3>Originality/value</h3>\n<p>The paper makes two main contributions: it conducts a SA to gain insights from comments and analyses the relationship between emotions and sentiments to identify optimal educational policies. The study pioneers exploring the link between emotions, policies and the pandemic at a public university in Argentina. This area of research still needs to be explored.</p><!--/ Abstract__block -->","PeriodicalId":46734,"journal":{"name":"QUALITY ASSURANCE IN EDUCATION","volume":null,"pages":null},"PeriodicalIF":1.5000,"publicationDate":"2024-04-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"QUALITY ASSURANCE IN EDUCATION","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1108/qae-08-2023-0143","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"EDUCATION & EDUCATIONAL RESEARCH","Score":null,"Total":0}
引用次数: 0

Abstract

Purpose

Using sentiment analysis (SA), this study aims to examine the impact of COVID-19 on mental health and virtual learning experiences among 1,125 students at a public Argentinean faculty.

Design/methodology/approach

A study was conducted during the COVID-19 pandemic, surveying 1,125 students to gather their opinions. The survey data was analysed using text mining tools and SA. SA was used to extract the students’ emotions, views and feelings computationally and identify co-occurrences and patterns in related words. The study also examines educational policies implemented after the pandemic.

Findings

The prevalent emotions expressed in the comments were trust, sadness, anticipation and fear. A combination of trust and fear resulted in submission. Negative comments often included the words “virtual”, “virtual classroom”, “virtual classes” and “professor”. Two significant issues were identified: teachers’ inexperience with virtual classes and inadequate server infrastructure, leading to frequent crashes. The most effective educational policies addressed vital issues related to the “virtual classroom”.

Practical implications

Text mining and SA are valuable tools for decision-making during uncertain times, such as the COVID-19 pandemic. They can also provide insights to recover quality assurance processes at universities impacted by health concerns or external shocks.

Originality/value

The paper makes two main contributions: it conducts a SA to gain insights from comments and analyses the relationship between emotions and sentiments to identify optimal educational policies. The study pioneers exploring the link between emotions, policies and the pandemic at a public university in Argentina. This area of research still needs to be explored.

增强教育政策管理的能力:了解学生的情绪和情感
目的 通过情感分析(SA),本研究旨在探讨 COVID-19 对阿根廷一所公立大学 1125 名学生的心理健康和虚拟学习体验的影响。设计/方法/途径 在 COVID-19 大流行期间开展了一项研究,对 1125 名学生进行了调查,以收集他们的意见。调查数据使用文本挖掘工具和 SA 进行分析。使用 SA 通过计算提取学生的情绪、观点和感受,并识别相关词语的共现和模式。研究还探讨了大流行病后实施的教育政策。研究结果评论中表达的普遍情绪是信任、悲伤、期待和恐惧。信任和恐惧的结合导致了屈从。负面评论通常包括 "虚拟"、"虚拟课堂"、"虚拟班级 "和 "教授 "等字眼。发现了两个重要问题:教师对虚拟课堂缺乏经验和服务器基础设施不足,导致经常出现崩溃。最有效的教育政策解决了与 "虚拟课堂 "相关的重要问题。它们还能为受健康问题或外部冲击影响的大学提供恢复质量保证流程的见解。原创性/价值本文的主要贡献有两个:它通过进行 SA 从评论中获得见解,并分析情绪和情感之间的关系,从而确定最佳教育政策。这项研究开创性地探索了阿根廷一所公立大学的情绪、政策和大流行病之间的联系。这一研究领域仍有待探索。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
QUALITY ASSURANCE IN EDUCATION
QUALITY ASSURANCE IN EDUCATION EDUCATION & EDUCATIONAL RESEARCH-
CiteScore
3.10
自引率
20.00%
发文量
47
期刊介绍: QAE publishes original empirical or theoretical articles on Quality Assurance issues, including dimensions and indicators of Quality and Quality Improvement, as applicable to education at all levels, including pre-primary, primary, secondary, higher and professional education. Periodically, QAE also publishes systematic reviews, research syntheses and assessment policy articles on topics of current significance. As an international journal, QAE seeks submissions on topics that have global relevance. Article submissions could pertain to the following areas integral to QAE''s mission: -organizational or program development, change and improvement -educational testing or assessment programs -evaluation of educational innovations, programs and projects -school efficiency assessments -standards, reforms, accountability, accreditation, and audits in education -tools, criteria and methods for examining or assuring quality
文献相关原料
公司名称 产品信息 采购帮参考价格
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信