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Direct linkKaushal Kumar Bhagat; Sanjaya Mishra; Ashis Kumar Parida; Alyal Samal; Georgios Lampropoulos; Alakh Dixit – Educational Technology Research and Development, 2025
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…
Descriptors: Discourse Analysis, Open Educational Resources, Social Media, Computer Mediated Communication
Download full textChelsea Chandler; Rohit Raju; Jason G. Reitman; William R. Penuel; Monica Ko; Jeffrey B. Bush; Quentin Biddy; Sidney K. D’Mello – International Educational Data Mining Society, 2025
We investigated methods to enhance the generalizability of large language models (LLMs) designed to classify dimensions of collaborative discourse during small group work. Our research utilized five diverse datasets that spanned various grade levels, demographic groups, collaboration settings, and curriculum units. We explored different model…
Descriptors: Artificial Intelligence, Models, Natural Language Processing, Discourse Analysis
Brendan Bartanen; Andrew Kwok; Andrew Avitabile; Brian Heseung Kim – Educational Researcher, 2025
Heightened concerns about the health of the teaching profession highlight the importance of studying the early teacher pipeline. This exploratory, descriptive article examines preservice teachers' expressed motivation for pursuing a teaching career. Using data from a large teacher education program in Texas, we use a natural language processing…
Descriptors: Career Choice, Teaching (Occupation), Preservice Teachers, Student Attitudes
Iván Rosales Montes – Critical Inquiry in Language Studies, 2025
This longitudinal qualitative case study contextualizes the dynamic interplay of race, language, and disability through a conceptual framework grounded in the principles of Raciolinguistics, DisCrit theory, and Intersectionality to surface the tensions between the way a language-racialized student labeled as a 'long-term English learner' and…
Descriptors: Race, Critical Theory, Disabilities, Linguistics
Brendan Bartanen; Andrew Kwok; Andrew Avitabile; Brian Heseung Kim – Grantee Submission, 2025
Heightened concerns about the health of the teaching profession highlight the importance of studying the early teacher pipeline. This exploratory, descriptive article examines preservice teachers' expressed motivation for pursuing a teaching career. Using data from a large teacher education program in Texas, we use a natural language processing…
Descriptors: Career Choice, Teaching (Occupation), Teacher Education Programs, Preservice Teachers
Jing Chen; Yi Jiang – SAGE Open, 2025
Anticipatory "it" pattern, which encodes interpersonal stance, plays a crucial role in academic writing. While previous studies have been explored the overuse and the underuse of this pattern among English as a Foreign Language (EFL) learners and published writers, there has been limited exploration of how EFL learners use the…
Descriptors: Foreign Countries, Masters Programs, Graduate Students, English (Second Language)
