Qualitative Content Analysis With ChatGPT: Pitfalls, Rough Approximations and Gross Errors. A Field Report

Authors

  • Philipp Mayring Alpen-Adria Universität Klagenfurt

DOI:

https://doi.org/10.17169/fqs-26.1.4252

Keywords:

ChatGPT, artificial intelligence, qualitative content analysis, theme analysis, qualitative text analysis, grounded-theory-methodology, psychoanalytical text interpretation

Abstract

In this article I describe a series of test runs to examine the contribution that the AI-based program ChatGPT in both Versions 3.5. and 4 can make to a qualitative content analysis of interview texts. A short sample text with my sample solution is presented for this purpose. Rough inputs for a rather naive use ("Conduct a qualitative content analysis!") as well as differentiated specifications with questions and more precise coding instructions (prompts) led in both versions at most to rough approximations of the sample solution with a large number of gross errors. The program did not react or reacted incorrectly to different content analysis concepts (BRAUN & CLARKE, 2006; KUCKARTZ, 2014; MAYRING, 2022a; SCHREIER, 2012), did not recognize hidden text content, and failed to check for coding agreement. The results of the software, no matter what specifications were made, mostly pointed in the direction of a rough, superficial summary in the sense of a list of topics and thus appear to be less suitable for the qualitative content analysis methods I developed (MAYRING, 2022a, 2022b).

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Author Biography

Philipp Mayring, Alpen-Adria Universität Klagenfurt

Philipp MAYRING is retired professor for research methods on psychology at the Institute for Psychology of Alps-Adria University Klagenfurt, Austria and chief of the Association for Supporting Qualitative Research ASQ, Klagenfurt, Austria. In his research, he focusses on qualitative text analysis, evaluation research, health and well-being.

References

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Published

2025-01-29

How to Cite

Mayring, P. (2025). Qualitative Content Analysis With ChatGPT: Pitfalls, Rough Approximations and Gross Errors. A Field Report. Forum Qualitative Sozialforschung Forum: Qualitative Social Research, 26(1). https://doi.org/10.17169/fqs-26.1.4252