This project reinforced how important it is to frame enterprise workflow research at the right level of abstraction. The quote-to-cash journey touched so many teams, systems, and business rules that the real challenge was not just collecting data. It was creating a structure that made those interdependencies understandable.
Looking back, I would scope the journey content even more selectively from the start, especially around the duration metric and how it should be visualized. I would also think more critically about whether focus groups were the best fit, since they introduced additional complexity during analysis.
The work also underscored how valuable it is to bring quantitative partners in earlier. Tying the operational signals to the qualitative experience was one of the most useful parts of the project, and even more alignment up front would have made that synthesis stronger and faster.