Towards Scaling Qualitative Analysis of Video Data

Scaling qualitative video analysis is difficult as studies grow. This paper presents QualiVision, a design probe examining how an interactive, spreadsheet-backed workspace can support video-based qualitative analysis. By integrating video, transcripts, coding streams, preliminary reports, heuristic visualization and AI support, QualiVision aims to help researchers preserve evidence, compare interpretations, and conduct iterative, reflexive sensemaking as their analysis evolves.