OUT_00311
Bakery · Small · Western · distributor DIST_W_02
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+127.0 L / mo
Add 2th cooler to outlet
Counterfactual model predicts +127.0 L/month if cooler capacity is increased.
- Rank 2 · festival_promo+67.2 L / mo
Schedule promotional push for Christmas + New Year peak
Historical seasonality and Sri Lanka demand calendar imply ~67.2 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.
- monthly_volume_mean+227.7
- monthly_volume_q95+76.5
- monthly_volume_std+58.2
- monthly_volume_median+45.9
- Province_Western+5.8
Top reasons the score is held back
Largest negative SHAP contributors.
- Outlet_Size_Extra Large-135.1
- Outlet_Size_Large-115.0
- Cooler_Count-53.3
- Outlet_Size_Small-30.2
- climate_jan_humid_pct-23.2
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.