Interpreting Meaning in Words: Exploring Thematic Analysis as a Qualitative Data Analysis Method

Hazrat Usman Mashwani; Ahmad Fahim Fawad

doi:10.68233/sjau.01012025-7

Authors

Hazrat Usman Mashwani Author
Ahmad Fahim Fawad Sayed Jamaluddin Afghani University Author

DOI:

https://doi.org/10.68233/sjau.01012025-7

Keywords:

Qualitative Data Analysis, Thematic Analysis, Interview Data, Methodological Rigor, interpreting pattern

Abstract

Abstract
Data analysis in qualitative research is to arrange the qualitative data, interpret the data, and communicate findings. It needs an in-depth understanding of the context, knowledge in the field, expertise, skills, and a considerable amount of time to interpret qualitative data and make sense out of the data. There are several procedures to analyze qualitative data, i.e., thematic analysis, content analysis, narrative analysis, discourse analysis, framework analysis, and ground theory analysis. The current study employed a systematic literature review to explore the procedures and principles involved in thematic analysis. Thematic analysis generally involves identifying, analyzing, and interpreting patterns of meaning (themes) within qualitative data. Data was obtained from authentic peer-reviewed journals, and the inclusion criteria were based on thematic analysis, peer-reviewed publications, and updated publication. The paper elaborates a seven-step thematic analysis procedures and concludes the process of thematic analysis in seven steps, i.e., transcribing the data, organizing the data, finding concepts in the data, making themes in the data, keeping reliability and validity in the process, explanation of the findings, and concluding the findings. The paper argues that while thematic analysis is flexible, rigorous application is essential for methodological credibility.

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