Exploring the Use of Artificial Intelligence for Qualitative Data Analysis: The Case of ChatGPT

编码(社会科学) 计算机科学 定性研究 定性性质 定性分析 数据科学 过程(计算) 人工智能 机器学习 统计 数学 社会学 社会科学 操作系统
作者
David L. Morgan
出处
期刊:International journal of qualitative methods [SAGE]
卷期号:22 被引量:55
标识
DOI:10.1177/16094069231211248
摘要

The potential use of artificial intelligence programs such as a ChatGPT to analyze qualitative data raises any number of questions, most notably whether it is possible to produce similar results without the demanding process of manual coding. In addition, there are questions about both the simplicity of using ChatGPT for qualitative data analysis and the potential time savings that it might provide This article addresses these questions by using ChatGPT to reinvestigate two qualitative datasets that were previously analyzed by more traditional methods. In particular, it examines the extent to which the responses from ChatGPT can recreate the themes that were originally chosen to summarize the two previous analyses. The results show that ChatGPT performed reasonably well, but in both cases it was less successful at locating subtle, interpretive themes, and more successful at reproducing concrete, descriptive themes. In doing so, the program was quite easy to use and required very little effort in comparison to approaches that rely on manual coding. It is important to recognize, however, that both coding and approaches based on artificial intelligence are simply tools that must be applied within a larger analytic process. Overall, this exploration suggests that artificial intelligence may well have the power to disrupt the coding of data segments as a dominant paradigm for qualitative data analysis.
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