GTM Approaches with Humans and LLM

This paper proposes an integrative approach to Grounded Theory Methodology (GTM) that combines human expertise with large language models (LLMs) to advance qualitative research in Information Systems (IS). Addressing the limitations of current computational GTM methods, which lack the ability to generate contextually rich explanations alongside codes, we leverage LLMs’ generative capabilities to enhance theory construction from text data. Grounded in the pragmatist perspective, which emphasises action and its consequences, we compare results from our approaches and aim to offer insights on how LLMs (integrated with humans) perform across the GTM stages.

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Publication Details

Journal
Journal of the Association for Information Systems
Published
2025-08-15
Primary Topic
Qualitative Research Methods and Applications
Type
article
Field-Weighted Citation Impact
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article

GTM Approaches with Humans and LLM

Journal of the Association for Information Systems
Qualitative Research Methods and Applications
article

GTM Approaches with Humans and LLM

article en

Abstract

This paper proposes an integrative approach to Grounded Theory Methodology (GTM) that combines human expertise with large language models (LLMs) to advance qualitative research in Information Systems (IS). Addressing the limitations of current computational GTM methods, which lack the ability to generate contextually rich explanations alongside codes, we leverage LLMs’ generative capabilities to enhance theory construction from text data. Grounded in the pragmatist perspective, which emphasises action and its consequences, we compare results from our approaches and aim to offer insights on how LLMs (integrated with humans) perform across the GTM stages.

Journal of the Association for Information Systems
University of North Carolina at Greensboro (US)
Quality Education
Openalex Percentile: Top 37%
Qualitative Research Methods and Applications
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GTM Approaches with Humans and LLM · Journal of the Association for Information Systems (2025) | TGRS Research Map | TGRS