Resources
Layout A/B Testing
Comparing spatial signals between placement, aisle, display, roomset, or showroom arrangement variants.
Why it matters
Managers can see which arrangement changes dwell, continuation, interaction, queue pressure, or opportunity signals.
Common mistakes
- Claiming revenue lift without connected outcomes
- Comparing layouts without baseline periods
Industry examples
- Roomset B engagement
- Aisle variant comparison
- Vehicle placement effect