The OER Knowledge Cloud makes use of cookies. By continuing, you consent to this use. More information.
Solutions and trends of recommendation systems for massive open online courses
Campos, Rodrigo · Santos, Rodrigo Pereira dos · Oliveira, Jonice

Published2 May 2025
JournalTechnological Forecasting and Social Change
Volume 217, Pages 124118
CountryBrazil, South America

ABSTRACT
Massive Open Online Courses (MOOCs) have been widely disseminated due to the arrival of Web 2.0. In recent years, recommendation systems have been applied to support MOOCs users in choosing suitable learning materials (e.g., courses and videos) in this modality. However, implementing such systems remains a challenge since several recommendation aspects should be considered. In this work, we identify and analyze such aspects (e.g., inputs, approaches, and outputs), investigating several implementation possibilities based on the literature. Results show that collaborative filtering and content-based are the most used approaches. More than 60 techniques are used to support recommendations in MOOCs, and most of the studies focus on recommending courses. The main contributions are: (1) a better understanding of the aspects, benefits, and limitations of MOOCs recommendation; and (2) the identification of open issues and research trends, providing an analysis that can support the implementation of emerging recommendation systems for MOOCs.

Keywords recommender system · massive open online course · e-learning · intelligent system · systematic mapping study

LanguageEnglish
ISSN0040-1625
RefereedYes
DOI10.1016/j.techfore.2025.124118
URLhttps://linkinghub.elsevier.com/retrieve/pii/S0040162525001490
Export optionsBibTex · EndNote · Tagged XML · Google Scholar


Viewed by 449 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

Preliminary Report on the Draft Recommendation Concerning Open Educational Resources (OER)
UNESCO
1. This document is prepared further to 39C/Resolution 44 of the UNESCO General Conference, and a follow-up to ‘the Study on International Collaboration on Open Educational Resources (OER) (201 EX/Decision 9), which ...
Match: recommendation

Linking open course wares and open education resources: creating an effective search and recommendation system
Shelton, Brett E.; Duffin, Joel; Wang, Yuxuan; Ball, Justin
With a growing number of digital libraries and other open education repositories being made available, open education specific recommender and search tools play an important role in helping teachers and learners find ...
Match: recommendation; recommender system

Co-regulation in technology enhanced learning environments
Kaplan, Jonathan; Uden, Lorna; Sinclair, Jane; Tao, Yu-Hui; Liberona, Dario
This paper discusses the importance of strategy use in regulating cognitive processes, with a particular interest in co-regulation of the learning by peers in technology enhanced learning environments. Research on ...
Match: massive open online course; e-learning

MOOCs: A learning journey
Smith, Becky; Eng, Min; Cheung, Simon K. S.; Fong, Joseph; et al.
MOOCs (Massive Open Online Courses) have been radically changing the direction of online education in the last few years. Although sharing many common features, there has been an emergence of two distinct varieties of ...
Match: massive open online course; e-learning

How relevant is copyright to online artists? A qualitative study of understandings, coping strategies, and possible solutions
Dowthwaite, Liz; Houghton, Robert; Mortier, Richard
Online copyright law is a major issue for many in the creative industries. Independent artists often rely on sharing their work across social media and content-sharing sites, leaving them open to having their work ...
Match: solutions

Adoption of MOOCs by Emerging Countries Seeking Solutions to University Overcrowding: Literature Review and Feedback from the First Scientific MOOC Held by Sidi Mohammed Ben Abdullah University - Fez, Morocco
Naji, Khadija; Ibriz, Abdelali; Mourdi, Youssef
The adoption of various forms of distance education, particularly MOOCs (an acronym for Massive Open Online Courses), by universities worldwide has continuously gained momentum over the past decade. This is due not only ...
Match: solutions

Recommendation of the Council on Digital Government Strategies
The Organisation for Economic Co-operation and Development
This Recommendation aims to support the development and implementation of digital government strategies that bring governments closer to citizens and businesses. It recognises that today’s technology is not only a ...
Match: recommendation

Teaching computer programming using MOOCs in multiple campuses: Challenges and solutions
Ray, Tathagata; Malapati, Aruna; Murthy, Bhanu N L.
In recent times MOOCs has become a technology enabled platform which allows delivery of content in locations geographically separated out. In Birla Institute of Technology and Science (BITS), Pilani the EdX platform has ...
Match: solutions

Information architecture and design solutions scaffolding authoring of Open Educational Resources
Leinonen, T.; Purma, J.; Põldoja, H.; Toikkanen, T.
This paper presents the open learning object repository and collaborative authoring platform LeMill (http://lemill.net), which has over 7,500 members and over 8,500 reusable learning resources (situation in October ...
Match: solutions

Realising the open in open educational resources: Practical concerns and solutions
Friesen, Norm; McGreal, Rory; Kinuthia, Wanjira; Marshall, Stewart
Match: solutions