Evaluation of Student Feedback Within a MOOC Using Sentiment Analysis and Target Groups
Published | September 2020 |
Journal | International Review of Research in Open and Distributed Learning Volume 21, Issue 3, Pages 140-156 |
Country | Australia, Oceania |
ABSTRACT
Many course designers trying to evaluate the experience of participants in a MOOC will find it difficult to track and analyse the online actions and interactions of students because there may be thousands of learners enrolled in courses that sometimes last only a few weeks. This study explores the use of automated sentiment analysis in assessing student experience in a beginner computer programming MOOC. A dataset of more than 25,000 online posts made by participants during the course was analysed and compared to student feedback. The results were further analysed by grouping participants according to their prior knowledge of the subject: beginner, experienced, and unknown. In this study, the average sentiment expressed through online posts reflected the feedback statements. Beginners, the target group for the MOOC, were more positive about the course than experienced participants, largely due to the extra assistance they received. Many experienced participants had expected to learn about topics that were beyond the scope of the MOOC. The results suggest that MOOC designers should consider using sentiment analysis to evaluate student feedback and inform MOOC design.Keywords | MOOC · teaching programming · sentiment analysis · target group · feedback · learner analytics |
Language | English |
ISSN | 1492-3831 |
Refereed | Yes |
Rights | CC BY |
DOI | 10.19173/irrodl.v21i3.4783 |
Export options | BibTex · EndNote · Tagged XML · Google Scholar |
AVAILABLE FILES
Viewed by 86 distinct readers
CLOUD COMMUNITY REVIEWS
The evaluations below represent the judgements of our readers and do not necessarily reflect the opinions of the Cloud editors.
Click a star to be the first to rate this document
▶ POST A COMMENT
SIMILAR RECORDS
MOOCs: A systematic study of the published literature 2008-2012
Liyanagunawardena, Tharindu; Adams, Andrew; Williams, Shirley; McGreal, Rory; Conrad, Dianne
Massive open online courses (MOOCs) are a recent addition to the range of online learning options. Since 2008, MOOCs have been run by a variety of public and elite universities, especially in North America. Many ...
Match: Liyanagunawardena, Tharindu; MOOC
Embedding MOOCs in academic programmes as a part of curriculum transformation: A pilot case study
Lambert, Sarah; Alony, Irit; Li, Kam Cheong; Yuen, Kin Sun; Wong, Billy Tak Ming
The University of Wollongong's first locally developed and hosted massive open online course (MOOC) The Reluctant Mathematician was a highly scaffolded MOOC designed to support stressed and low-efficacy mathematics ...
Match: MOOC; Australia; Oceania
Reluctant mathematician: Skills-based MOOC scaffolds wide range of learners
Lambert, Sarah
The University of Wollongong’s first locally developed and hosted Massive Open Online Course (MOOC) “The Reluctant Mathematician” was run in the last four weeks of our summer holiday, prior to Autumn session in ...
Match: MOOC; Australia; Oceania
Opening up Down Under: the role of open educational resources in promoting social inclusion in Australia
Bossu, Carina; Bull, David; Brown, Mark
This article discusses the role of open and distance learning to widen participation and promote social inclusion within Australian higher education, as well as the benefits that open educational resources (OER) could ...
Match: Australia; Oceania
The potential role of Open Educational Practice policy in transforming Australian higher education
Bossu, Carina; Stagg, Adrian
Open Educational Practices (OEP) have played an important role in assisting educational institutions and governments worldwide to meet their current and future educational targets in widening participation, lowering ...
Match: Australia; Oceania
Indicators of pedagogical quality for the design of a Massive Open Online Course for teacher training
Aleman de la Garza, Lorena; Sancho Vinuesa, Teresa; Gomez Zermeño, Marcela Georgina
Massive Open Online Courses (MOOCs) have generated high expectations and revolutionized some educational practices by providing open educational resources for reference, usage and adaptation; therefore, their ...
Match: evaluation; MOOC
MOOC for capacity building in Indian agriculture
Balaji, Venkataraman; Sodhi, Balwinder; Prabhakar, T V
Presentation slides of the National Academy of Agricultural Sciences Brainstorming Session in partnership with COL, New Delhi, India, 5 March 2014. By Venkataraman Balaji, Commonwealth of Learning, co-written with ...
Match: evaluation; MOOC
Measuring the success of scaleable open online courses
Klobas, Jane E.
Purpose
– The purpose of this paper is to propose measures of online open course success for non-commercial institutional providers of massive open online courses (MOOCs) and other scaleable open online courses ...
Match: evaluation; MOOC
Massive Open and Online Courses (MOOC) in an international perspective: New global agenda for innovation in higher education
Titlestad, Gard
This report is written based on a note provided by ICDE’s Secretary General Gard Titlestad to the Norwegian Government. It has been slightly modified to adapt it for an international audience and a working ...
Match: MOOC; Australia
MOOCs and open education around the world
Bonk, Curtis J.; Lee, Mimi Miyoung; Reeves, T C.; Reynolds, Taylor
As new digital forms of formal and informal learning proliferate, there is an increasing need to better understand how people in different regions of the world are implementing massive open online courses (MOOCs) and ...
Match: MOOC; Australia