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Yan Jiang; Lillie Ko-Wong; Ivan Valdovinos Gutierrez – Educational Researcher, 2025
In this essay, we explored the feasibility of utilizing artificial intelligence (AI) for qualitative data analysis in equity-focused research. Specifically, we compare thematic analyses of interview transcripts conducted by human coders with those performed by GPT-3 using a zero-shot chain-of-thought prompting strategy. Our results suggest that…
Descriptors: Artificial Intelligence, Feasibility Studies, Data Analysis, Interviews
Tara-Lynn Scheffel; Lori McKee – Sage Research Methods Cases, 2025
This case study explores the qualitative digital methods used within a collaborative self-study of teacher education practice (S-STEP). It brings together two experienced qualitative researchers working in different institutions but with an already established rapport as critical friends gained from a long-standing relationship as colleagues that…
Descriptors: Literacy Education, Friendship, Teacher Education, Collegiality
Ekaterina Voskoboinik; Anna von Zansen; Nhan Chi Phan; Yaroslav Getman; Tamás Grósz; Mikko Kurimo – Language Testing, 2025
Automated speaking assessment (ASA) of second language proficiency benefits both learners and educators. However, developing these systems for less commonly taught languages like Finnish and Finland Swedish is hindered by the need for large datasets with equal representation of all proficiency levels. Traditional machine learning algorithms used…
Descriptors: Second Languages, Language Tests, Speech Tests, Finno Ugric Languages

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