OUT_04757
Bakery · Large · Western · distributor DIST_W_01
Predicted potential
January 2026 if systemic constraints were relieved.
Geographical Location
Store location on the map.
Recommended actions
Top-3 prescriptive interventions ranked by expected monthly L uplift.
- Rank 1 · cooler+338.2 L / mo
Add 5th cooler to outlet
Counterfactual model predicts +338.2 L/month if cooler capacity is increased.
- Rank 2 · festival_promo+123.7 L / mo
Schedule promotional push for Christmas + New Year peak
Historical seasonality and Sri Lanka demand calendar imply ~123.7 L/month additional volume during Christmas + New Year peak if outlet is featured in the campaign.
Top reasons the score is high
Largest positive SHAP contributors.
- Cooler_Count+307.2
- Outlet_Size_Large+82.3
- Outlet_Size_Small+58.0
- Province_Western+6.1
- super_premium_share+5.3
Top reasons the score is held back
Largest negative SHAP contributors.
- Outlet_Size_Extra Large-51.6
- monthly_volume_mean-50.5
- monthly_volume_q95-22.5
- climate_jan_humid_pct-13.8
- monthly_volume_std-13.7
What-if scenarios
Model-predicted deltas if a constraint were relieved.
Cooler deployment business case
Assumes LKR 50,000 unit cost, 12% gross margin, 12% cost of capital.
AI explanation
A Gemini-generated, business-friendly summary of why this outlet received its score and what the sales team should consider next.
Click Explain this outlet to ask Gemini 2.5 Flash for a plain-English explanation grounded in the SHAP drivers, the counterfactuals, and the recommended actions for this outlet.