The Sorcerer’s Apprentice , Artificial Intelligence, and Interview Transcription

Across controversies and discussions regarding artificial intelligence (AI) usage in qualitative research, AI-generated interview transcriptions are largely unquestioned and widely used. Transcriptions are often positioned as technical tasks rather than interpretive methodological practices, and AI perpetuates a hierarchy of “meaningful” qualitative practices, such as analysis, and “menial” ones, like transcription. Using The Sorcerer’s Apprentice as a framework, we consider the sorcerer’s failure to mentor as a metaphor to emphasize that avoidance and prohibition of AI without reflection and discussion positions qualitative inquiry to be, like the apprentice and sorcerer, awash in flood tides requiring powerful intervention to survive.

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Publication Details

Journal
Qualitative Inquiry
Published
2026-10-09
DOI
https://doi.org/10.1177/10778004261489154
Primary Topic
Qualitative Research Methods and Applications
Type
article
Field-Weighted Citation Impact
0.00
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article

The Sorcerer’s Apprentice , Artificial Intelligence, and Interview Transcription

Stephanie Anne Shelton, Kelsey H. Guy, Sun Young Gu
Qualitative Inquiry
Qualitative Research Methods and Applications
article

The Sorcerer’s Apprentice , Artificial Intelligence, and Interview Transcription

Stephanie Anne Shelton, Kelsey H. Guy, Sun Young Gu
article en

Abstract

Across controversies and discussions regarding artificial intelligence (AI) usage in qualitative research, AI-generated interview transcriptions are largely unquestioned and widely used. Transcriptions are often positioned as technical tasks rather than interpretive methodological practices, and AI perpetuates a hierarchy of “meaningful” qualitative practices, such as analysis, and “menial” ones, like transcription. Using The Sorcerer’s Apprentice as a framework, we consider the sorcerer’s failure to mentor as a metaphor to emphasize that avoidance and prohibition of AI without reflection and discussion positions qualitative inquiry to be, like the apprentice and sorcerer, awash in flood tides requiring powerful intervention to survive.

Qualitative Inquiry
University of North Carolina at Chapel Hill (US), University of Alabama (US), University of Oklahoma (US)
Openalex Percentile: Top 4%
Qualitative Research Methods and Applications
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