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An Algorithm and a Tool for the Automatic Grading of MOOC Learners from Their Contributions in the Discussion Forum
- Source :
- Applied Sciences, Vol 11, Iss 95, p 95 (2021), Applied Sciences, Volume 11, Issue 1, e-Archivo. Repositorio Institucional de la Universidad Carlos III de Madrid, instname, e-Archivo: Repositorio Institucional de la Universidad Carlos III de Madrid, Universidad Carlos III de Madrid (UC3M)
- Publication Year :
- 2021
- Publisher :
- MDPI AG, 2021.
-
Abstract
- MOOCs (massive open online courses) have a built-in forum where learners can share experiences as well as ask questions and get answers. Nevertheless, the work of the learners in the MOOC forum is usually not taken into account when calculating their grade in the course, due to the difficulty of automating the calculation of that grade in a context with a very large number of learners. In some situations, discussion forums might even be the only available evidence to grade learners. In other situations, forum interactions could serve as a complement for calculating the grade in addition to traditional summative assessment activities. This paper proposes an algorithm to automatically calculate learners&rsquo<br />grades in the MOOC forum, considering both the quantitative dimension and the relevance in their contributions. In addition, the algorithm has been implemented within a web application, providing instructors with a visual and a numerical representation of the grade for each learner. An exploratory analysis is carried out to assess the algorithm and the tool with a MOOC on programming, obtaining a moderate positive correlation between the forum grades provided by the algorithm and the grades obtained through the summative assessment activities. Nevertheless, the complementary analysis conducted indicates that this correlation may not be enough to use the forum grades as predictors of the grades obtained through summative assessment activities.
- Subjects :
- automatic grading
Computer science
MOOC
02 engineering and technology
Discussion forum
Positive correlation
social learning analytics
lcsh:Technology
lcsh:Chemistry
0202 electrical engineering, electronic engineering, information engineering
Social learning analytics
ComputingMilieux_COMPUTERSANDEDUCATION
Web application
General Materials Science
Grading (education)
Instrumentation
lcsh:QH301-705.5
Fluid Flow and Transfer Processes
Telecomunicaciones
business.industry
lcsh:T
Process Chemistry and Technology
05 social sciences
General Engineering
discussion forum
050301 education
020207 software engineering
Mooc
Exploratory analysis
Automatic grading
lcsh:QC1-999
Computer Science Applications
Summative assessment
lcsh:Biology (General)
lcsh:QD1-999
lcsh:TA1-2040
business
lcsh:Engineering (General). Civil engineering (General)
0503 education
Algorithm
lcsh:Physics
Subjects
Details
- Language :
- English
- ISSN :
- 20763417
- Volume :
- 11
- Issue :
- 95
- Database :
- OpenAIRE
- Journal :
- Applied Sciences
- Accession number :
- edsair.doi.dedup.....61db3193c99ed485d7735168f2431204