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…

This exploratory paper responds to demands for the use of more diverse sources in history of education research with an introduction to an underused and probably underestimated class of sources: the German "Klassenbuch." Printed as templates, but filled in by hand, such "class books" from the coalface of state schooling…

Interaction is a much-claimed attribute of focus group research yet is often deficient in analysis when its essence can become lost. In this paper we aim to develop a flexible framework that can be operationalized and replicated when attempting to encourage and capture interaction. Working as outsider researchers with John Lewis & Partners…

This article analyses approaches to listening when creating theatre using the words of real people via a recent tribunal play by Richard Norton-Taylor and Nicolas Kent, "Value Engineering: Scenes from the Grenfell Inquiry" (2021). The article considers the play in relation to transitional justice practices to reveal how listening…

Transcripts play a crucial role in qualitative research in computing education, with significant implications for the credibility and reproducibility of findings. However, unreflective and inconsistent transcription standards may unintentionally introduce biases, potentially undermining the validity of research outcomes and the collective progress…

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…

Background: Existing conceptions of teaching quality assume that classroom interactions serve as the foundation for effective teaching. The resulting data necessitates analytical approaches capable of extracting the semantics of these interactions. Aim: This study investigates whether and to what extent lesson semantics provide insights into…

Predominant patterns of classroom interaction are notoriously difficult to change. This article examines teachers' use of transcription and transcripts as methods for enabling changes to classroom interaction practices over the course of action research projects in primary school classrooms. We employ thematic analysis of interviews with 12…

Coding think-aloud transcripts is time-consuming and labor-intensive. In this study, we examined the feasibility of predicting students' reasoning activities based on their think-aloud transcripts by leveraging the affordances of text mining and machine learning techniques. We collected the think-aloud data of 34 medical students as they diagnosed…

Generative Pre-trained Transformers (GPT) have shown promise as More Knowledgeable Others(MKO) for English Language Learners (ELLs) by providing on-demand, contextualized feedback within the Zone of Proximal Development (ZPD). In this study, a web app collected spoken responses from 680 adult ELLs, automatically transcribed them and sent them to…

The purpose of this study is to conceptually explore and investigate the attributes of varying monologic discourses in the classroom, in order to develop a more nuanced understanding of monologicality. Data for this study comprised transcripts of lessons conducted by a teacher from a larger national study on Year 7 classroom practices. Constant…

As a music reference librarian at the Library of Congress, Cait Miller gets obscure songs questions that pose greater issues for music librarians because music libraries are generally searchable by format, genre, instrumentation, composer, and/or title but not often by lyrical quotation. New crowdsourcing transcription programs, however, give hope…

Background: It is important to capture a comprehensive language profile from speakers with aphasia. One way to do this is to evaluate spoken discourse, which is language beyond a single simple clause used for a specific purpose. While the historical trend in aphasiology has been to capture performance during isolated language tasks, such as…

Transcription is an integral part of much qualitative data analysis, yet rarely has it received close attention in debates over the use (or non-use) of "computer assisted qualitative data analysis software" (CAQDAS). This article draws upon a mixed-methods study that involved transcribing conversational interviews with carers, third…

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…