OUT_12323
Pharmacy · Small · Central · distributor DIST_C_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 · festival_promo+15.0 L / mo
Schedule promotional push for Christmas + New Year peak
Historical seasonality and Sri Lanka demand calendar imply ~15.0 L/month additional volume during Christmas + New Year peak if outlet is featured in the campaign.
- Rank 2 · cooler+1.8 L / mo
Add 2th cooler to outlet
Counterfactual model predicts +1.8 L/month if cooler capacity is increased.
Top reasons the score is high
Largest positive SHAP contributors.
- Outlet_Type_Pharmacy+2.2
- competitors_500m+1.7
- spatial_demand_score+1.6
- territory_radius_m+1.5
- Longitude+1.2
Top reasons the score is held back
Largest negative SHAP contributors.
- monthly_volume_mean-62.3
- Outlet_Size_Extra Large-28.6
- monthly_volume_q95-24.8
- Outlet_Size_Small-24.3
- Outlet_Size_Large-21.4
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.