When one Bangkok branch converts at twelve percent and a provincial store sits at seven, the instinct is to blame the quieter floor. That rarely holds. Footfall quality, fixture density, and how long guests wait for help all move the number before assortment ever enters the story.
Start with a shared definition of a visit. Count only guests who cross the threshold with clear browsing intent, and keep staff friends and delivery pickups out of the denominator. Without that discipline, branch managers argue about noise instead of floor practice.
Next, walk the same path a guest walks. Note the first focal wall, the first staff greeting, and the first moment a size or colour is missing from the fixture. Those three beats explain more conversion gap between locations than most weekly sales meetings.
Finally, compare like with like. Group stores by size band and primary category, then look at conversion inside each band. A flagship on Sukhumvit and a compact mall unit in Chiang Mai should never share a single target without context.
Page Haven Core Advisory uses this banding method during network reviews so action lists land on the stores that can actually move, not on the loudest weekly report.