Emotional Orientation in Peer Assessment: Impact on College Student Performance

Yadang Chen, Chuanyan Hao, Anqi Zheng, Feng Liu
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Abstract

The aim of this study is to investigate how the emotional orientations in peer assessment affect student performance. Given that the emotional data in peer comments exist in the form of unstructured text, this study applied the text sentiment analysis method to the mining and analysis of peer-review texts. For this purpose, emotional orientations are quantified as emotional variables with a polarity, including positive, negative, and neutral, and degrees of intensity, including high, moderate, and mild. Specifically, a semester-long course entailing repeated peer assessments was organized, and eight hundred and eighty-five valid comments were collected. By using quantitative analysis of the qualitative emotional variables, this paper further explores the relationships between emotional orientations and learning performance. The research results showed that emotional orientations had statistically significant effects on student performance: students with a negative emotional orientation and high emotional intensity were more likely to obtain better grades, while students with average grades preferred positive evaluations and presented no obvious changes in emotional intensity. Accordingly, several recommendations are summarized for researchers and instructors.

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同伴评价中的情感导向:对大学生成绩的影响
本研究旨在探讨同行评语中的情感取向如何影响学生的成绩。鉴于互评中的情感数据以非结构化文本的形式存在,本研究将文本情感分析方法应用于互评文本的挖掘和分析。为此,情感取向被量化为具有极性(包括积极、消极和中性)和强度(包括高、中和轻度)的情感变量。具体来说,我们组织了一门为期一学期的课程,需要反复进行互评,并收集了八百八十五条有效评论。通过对定性情感变量的定量分析,本文进一步探讨了情感取向与学习成绩之间的关系。研究结果表明,情感取向对学生成绩的影响具有统计学意义:情感取向消极、情感强度高的学生更容易获得较好的成绩,而成绩一般的学生更喜欢积极的评价,情感强度没有明显变化。据此,我们总结了几条建议,供研究人员和教师参考。
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