Influencing Factors of Learning Experience in Online Large-Class Teaching ——Semantic Analysis Based on Students’ Classroom Feedback Language Materials

CONVERTER Pub Date : 2021-01-01 DOI:10.17762/converter.162
Qing Liu
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Abstract

As the learners' perception and reaction in multiple aspects during the course learning, learning experience is of great importance for the study of educational evaluation and the optimization of teacher teaching and teaching management. According to the text semantic analysis and questionnaire survey on students' learning feedback in online large classes,the NLPIR-Parser big-data semantic intelligent analysis platform is used in this paper to carry on keywords extraction and analysis, text sentiment analysis, text clustering and abstract extraction after the processing of original corpus, and then SPSS22.0 software is used to conduct Pearson correlation analysis on the score of text sentiment and the statistical data of questionnaire survey.The results show that the results of text semantic analysis and questionnaire survey have the consistency in positive learning experience; students' negative emotional experience has a significantly reverse correlation with learning effect score; teacher teaching, student learning,course characteristics and learning environment are proved to be the main influencing factors of students' learning experience, in which, teacher teaching plays a leading role. Then, the specific thinking of improving students' learning experience is put forward on the basis of research results.
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网络大班教学中学习体验的影响因素——基于学生课堂反馈语言材料的语义分析
学习体验作为学习者在课程学习过程中多方面的感知和反应,对于研究教育评价、优化教师教学和教学管理具有重要意义。本文根据对在线大班学生学习反馈的文本语义分析和问卷调查,利用NLPIR-Parser大数据语义智能分析平台,对原始语料库进行处理后,进行关键词提取分析、文本情感分析、文本聚类和抽象提取。然后利用SPSS22.0软件对文本情感得分与问卷调查统计数据进行Pearson相关分析。结果表明:文本语义分析结果与问卷调查结果在积极学习体验方面具有一致性;学生负性情绪体验与学习效果得分呈显著负相关;教师教学、学生学习、课程特色和学习环境是影响学生学习体验的主要因素,其中教师教学起主导作用。然后,在研究成果的基础上,提出了提高学生学习体验的具体思路。
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