Analysing the sentiments about the education system trough Twitter

被引:11
作者
Luz Mouronte-Lopez, Mary [1 ]
Savall Ceres, Juana [2 ]
Mora Columbrans, Aina [1 ]
机构
[1] Univ Francisco de Vitoria, Higher Polytech Sch, Ctra Pozuelo Majadahonda Km 1-800, Madrid 28223, Spain
[2] Univ Francisco de Vitoria, Fac Educ & Psychol, Ctra Pozuelo Majadahonda Km 1-800, Madrid 28223, Spain
关键词
Education system; Twitter; Sentiment analysis; Data science; Social networks; Perception of education; GENDER-DIFFERENCES; PERCEPTION;
D O I
10.1007/s10639-022-11493-8
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
This paper applies Information and Communication Technologies (ICT) as well as data analysis to gain a better understanding of the existing perception on the education system. 45,278 tweets were downloaded and processed. Using a lexicon-based approach, examining the most frequently used words, and estimating similarities between terms, we detected that a predominantly negative perception of the education system exists in most of the analysed countries. A positive perception is identified in certain low-income nations. Men exhibit a more positive sentiment than women as well as a higher subjectivity in some countries. The countries that exhibit the most positive perceptions India, Canada, Pakistan, Australia, South Africa and Kenya are also those that manifest the highest subjectivity.
引用
收藏
页码:10965 / 10994
页数:30
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