In-person, team-based rapid qualitative analysis: methodological guidance for researchers conducting applied qualitative health research studies

Rapid qualitative analysis (RQA) is increasingly used in applied health research to generate timely, practice-relevant findings. While existing literature outlines overarching principles and frameworks, there is limited detailed guidance on how to operationalize team-based RQA in real-world settings. This paper describes a structured, in-person, team-based RQA approach and reports on its use across multiple applied qualitative health research studies. Building on Hamilton’s [1] foundational approach to RQA, we developed and refined a five-phase team-based RQA process—preparing, summarizing, re-organizing, synthesizing, and translating—designed for descriptive qualitative studies requiring timely outputs. The approach was applied across four qualitative health research projects conducted in Ontario, Canada (2021–2023), involving 33–38 interview transcripts per study and 7–10 analysts per team. Data sources informing this methodological paper included field notes, detailed meeting minutes from analysis events, and anonymous feedback from participating analysts ( n = 17) with varying levels of qualitative expertise. Feedback was analyzed to identify perceived benefits, challenges, and recommendations. Team-based RQA enabled accelerated data analysis while maintaining analytic rigor and transparency. Key benefits included efficiency and timeliness, with substantial portions of summarization completed during intensive 2–3 day in-person analysis events; enhanced analytic accuracy through real-time collaboration; and increased interpretive depth from cross-functional team composition. The structured use of domain templates, visual workflow tools, and facilitated debriefings supported consistency and coordination across analysts. The approach also contributed to capacity building by fostering experiential learning among novice researchers. Reported challenges included logistical demands, resource requirements, and the intensity of rapid analysis timelines, as well as the need to sustain momentum during post-event synthesis and reporting phases. This paper provides a detailed, operationalized framework for conducting team-based RQA in applied qualitative or mixed methods health research. By specifying concrete procedures, tools, and team structures, the approach enhances reproducibility, transparency, and accessibility. It is particularly well-suited to descriptive studies requiring timely, actionable findings, though careful planning and experienced leadership are essential to ensure rigor and feasibility. Not applicable.