Global Times Call for Global Measures: Investigating Automated Essay Scoring in Linguistically-Diverse MOOCs.

Erin D. Reilly, Kyle M. Williams, R. E. Stafford, S. Corliss, J. Walkow, D. Kidwell
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引用次数: 18

Abstract

This paper utilizes a case-study design to discuss global aspects of massive open online course (MOOC) assessment. Drawing from the literature on open-course models and linguistic gatekeeping in education, we position freeform assessment in MOOCs as both challenging and valuable, with an emphasis on current practices and student resources. We report on the findings from a linguistically-diverse pharmacy MOOC, taught by a native English speaker, which utilized an automated essay scoring (AES) assignment to engage students in the application of course content. Native English speakers performed better on the assignment overall, across both automated- and human-graders. Additionally, our results suggest that the use of an AES system may disadvantage non-native English speakers, with agreement between instructor and AES scoring being significantly lower for non-native English speakers. Survey responses also revealed that students often utilized online translators, though analyses showed that this did not detrimentally affect essay grades. Pedagogical and future assignment suggestions are then outlined, utilizing a multicultural-lens and acknowledging the possibility of certain assessments disadvantaging non-native English speakers within an English-based MOOC system.
《环球时报》呼吁采取全球措施:研究语言多样化mooc中的自动论文评分。
本文采用案例研究的设计,探讨大规模在线开放课程(MOOC)评估的全球层面。借鉴有关开放课程模式和教育中的语言把关的文献,我们将mooc中的自由形式评估定位为既具有挑战性又有价值,并强调当前的实践和学生资源。我们报告了一门语言多样化的药学MOOC的研究结果,该课程由一位以英语为母语的人授课,该课程利用自动论文评分(AES)作业来吸引学生参与课程内容的应用。在自动评分和人工评分中,以英语为母语的人总体上表现更好。此外,我们的研究结果表明,使用AES系统可能不利于非英语母语者,非英语母语者的教师和AES评分之间的一致性明显较低。调查结果还显示,学生们经常使用在线翻译,尽管分析表明这并没有对论文成绩产生不利影响。然后概述了教学和未来作业的建议,利用多元文化的视角,并承认在以英语为基础的MOOC系统中,某些评估可能不利于非英语母语人士。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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