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…

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 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…

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…

In the context of this paper, and higher education institutional practice, a "hold" is defined as a means an institution may employ to prevent a student from completing an action, such as registering for a class or accessing an official transcript. Holds are most often used as an attempt to motivate a student to take an action sought by…

Previous methodological discussions in TESOL Quarterly (TQ) discuss imperatives for transparent and reflexive research practices and reporting (Derrick, 2016; Rabbidge, 2017). This article follows these methodological discussions by considering issues in second language (L2) and multilingual transcription by inspecting transcription and analyzing…

Purpose: A major barrier to the wider use of language sample analysis (LSA) is the fact that transcription is very time intensive. Methods that can reduce the required time and effort could help in promoting the use of LSA for clinical practice and research. Method: This article describes an automated pipeline, called Batchalign, that takes raw…

Effective collaboration and teamwork skills are critical in high-risk sectors, as deficiencies in these areas can result in injuries and risk of death. To foster the growth of these vital skills, immersive learning spaces have been created to simulate real-world scenarios, enabling students to safely improve their teamwork abilities. In such…