AUTHOR=Herzog Christian , Handke Christian , Hitters Erik TITLE=Digging in or building bridges? A scoping review of thematic analysis JOURNAL=Frontiers in Research Metrics and Analytics VOLUME=Volume 10 - 2025 YEAR=2025 URL=https://www.frontiersin.org/journals/research-metrics-and-analytics/articles/10.3389/frma.2025.1617380 DOI=10.3389/frma.2025.1617380 ISSN=2504-0537 ABSTRACT=This scoping review deals with a major trend in qualitative data analysis: thematic analysis (TA) that provides a general framework to develop relatively transparent processes; TA thus helps mitigate long-standing concerns with allegedly subjective aspects of qualitative research. The review examines articles published in the top-ranked academic journals in the research area “communication” (n = 342). It illustrates that TA has quickly become more popular over recent years, complementing longer established qualitative methods. The analysis also reveals that TA is a flexible tool that has been successfully applied to make sense of a wide array of qualitative data. Building on these findings, we deduce practical advice for researchers applying TA and make suggestions on how to improve on current TA practices by, first, documenting common features of successful TA articles (best practice), and, second, identifying apparent superficialities and untapped potentials.