OUT_04243
SMMT · Small · 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 · festival_promo+15.9 L / mo
Schedule promotional push for Christmas + New Year peak
Historical seasonality and Sri Lanka demand calendar imply ~15.9 L/month additional volume during Christmas + New Year peak if outlet is featured in the campaign.
- Rank 2 · cooler+0.9 L / mo
Place first cooler at outlet
Counterfactual model predicts +0.9 L/month if cooler capacity is increased.
Top reasons the score is high
Largest positive SHAP contributors.
- Province_Western+7.8
- Distributor_ID_DIST_W_01+2.5
- spatial_demand_score+1.7
- Outlet_Type_Hotel+1.3
- Longitude+1.3
Top reasons the score is held back
Largest negative SHAP contributors.
- monthly_volume_mean-60.5
- Outlet_Size_Extra Large-29.6
- monthly_volume_q95-25.9
- Outlet_Size_Small-23.9
- Outlet_Size_Large-22.7
What-if scenarios
Model-predicted deltas if a constraint were relieved.
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.