Process
01
Built simple scenario inputs and clear visualization of forecast ranges.
02
Integrated historical seasonality and promotion overlap rules.
Impact & Results
✓
Improved planning confidence and reduced surprises during large promotion rollouts.
✓
Helped merchants choose promotion levers with better margin visibility.
