The OER Knowledge Cloud makes use of cookies. By continuing, you consent to this use. More information.
Analyzing the discourse on open educational resources on Twitter: a sentiment analysis approach
Bhagat, Kaushal Kumar · Mishra, Sanjaya · Parida, Ashis Kumar · Samal, Alyal · Lampropoulos, Georgios · Dixit, Alakh

Published10 February 2025
JournalEducational Technology Research and Development
Issue 2025
PublisherSpringer Nature
CountryIndia, Canada, Greece, Asia

ABSTRACT
This study investigated the sentiment of Twitter discourse on Open Educational Resources (OER). We collected 124,126 tweets containing hashtags related to OER posted from January 2017 to December 2021. We performed fine-grained sentiment analysis using Bidirectional Encoder Representations from Transformers (BERT) to categorize tweets into five sentiment classes: strongly negative, weakly negative, neutral, weakly positive and strongly positive. In addition, thematic analysis was performed by using PyTorch to identify the hidden themes in the tweets. Findings from this study reveal a predominantly positive sentiment toward OER on Twitter, highlighting the perceived benefits of accessibility, inclusivity, and the potential for enhancing educational equality. However, we also found that there are some negative sentiments expressed towards OER, with concerns about quality and effectiveness being the main reasons for criticism. In addition, longer tweets were more likely to express negative sentiments about OER. Finally, the thematic analysis revealed that most tweets center on resources or products that are obtainable through open licensing. These findings have implications for the promotion and implementation of OER and for understanding the role of social media in shaping discourse on education.

Keywords open educational resources · OER · sentiment analysis · social media · Twitter · thematic analysis

LanguageEnglish
ISSN1042-1629
RefereedYes
DOI10.1007/s11423-025-10458-1
URLhttps://link.springer.com/10.1007/s11423-025-10458-1
Export optionsBibTex · EndNote · Tagged XML · Google Scholar


Viewed by 82 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

Guidelines on the development of open educational resources policies
Miao, Fengchun; Mishra, Sanjaya; Orr, Dominic; Janssen, Ben; et al.
The publication provides guidelines and a systematic approach to develop and implement open educational resources policies in different contexts to achieve the targets of Sustainable Development Goals 4. Using a ...
Match: mishra, sanjaya; oer; canada

Creating OER materials - Perspectives of global instructors
Ostashewski, Nathaniel; Henderson, Serena; Dron, Jon; Mishra, Sanjaya; et al.
This paper reports on the preliminary analysis of a replication and extension study describing the perspectives of instructors around the globe in relation to OER creation The goal of this research is to explore the ...
Match: mishra, sanjaya; canada

Higher education faculty attitude, motivation and perception of quality and barriers towards OER in India
Mishra, Sanjaya; Singh, Alka; Hodgkinson-Williams, Cheryl; Arinto, Patricia B.
The premise of this study is that teachers’ conceptions of the quality of Open Educational Resources (OER) and their attitudes and motivations towards using OER will influence whether and how they use and/or ...
Match: mishra, sanjaya; oer; india

Open universities in the Commonwealth: At a glance
Mishra, Sanjaya
In the absence of comparative data about open universities, the current impact of ODL institutions is not clear. To develop a database of open universities in the Commonwealth, COL initiated a survey. The present report ...
Match: mishra, sanjaya; oer; canada

The impact of OER and MOOCs on ODL: An international perspective
Kanwar, Asha; Mishra, Sanjaya
Keynote Address at the 2015 International Distance Education Development Forum, Peking University, Beijing, China, 10 October 2015 by Professor Asha Kanwar, President & CEO (co-written with Dr Sanjaya Mishra, Education ...
Match: mishra, sanjaya; oer; canada

Higher education faculty attitude, motivation and perception of quality and barriers towards OER in India
Mishra, Sanjaya; Singh, Alka; Hodgkinson-Williams, Cheryl; Arinto, Patricia B.
The premise of this study is that teachers’ conceptions of the quality of Open Educational Resources (OER) and their attitudes and motivations towards using OER will influence whether and how they use and/or ...
Match: mishra, sanjaya; oer; india; asia

Accessible OER: Where to start?
Kanwar, Asha; Abeywardena, Ishan S; Mishra, Sanjaya
Presented by Professor Asha Kanwar, President & CEO, Commonwealth of Learning, at the 6th International Conference on Information and Communication Technology and Accessibility, 20 December 2017, Muscat, Sultanate of ...
Match: mishra, sanjaya; oer; asia

Smart OER: Bridges for sustainable education
Kanwar, Asha; Abeywardena, Ishan S; Mishra, Sanjaya
Presented by Professor Asha Kanwar, President & CEO, Commonwealth of Learning, at Innovation Arabia 11, Dubai, United Arab Emirates, 11 March 2018. Co-written with Dr Ishan Abeywardena, Adviser: Open Educational ...
Match: mishra, sanjaya; oer; asia

Promoting use and contribution of open educational resources
Mishra, Sanjaya
Why do some teachers share their work, while others do not? What would enable teachers to share the knowledge resources developed by them to help foster knowledge societies? Sharing educational materials with an open ...
Match: mishra, sanjaya; india; asia

Open educational practices and attitudes to openness across India: Reporting the findings of the Open Education Research Hub Pan-India Survey
Perryman, Leigh-Anne; Seal, Tim
In recent years India has shown a growing appetite for open educational resources (OER) and open educational practices (OEP). Despite this, there is a paucity of research on OER use and impact, the extensiveness of OEP, ...
Match: oer; india; asia