"Pricing is not about covering costs. It is about capturing value. In a network of 1,500+ nodes, a uniform price is mathematically guaranteed to be wrong in 1,499 of them."
Head of Data Science
Moving from "Homogenous" to "Cluster-Based" logic.
Single Cluster
Uniform pricing across all regions. Ignores the fact that a premium mall customer has different sensitivity than a highway traveler.
Cost-Plus Approach
Prices set by adding a fixed margin to COGS. Completely ignores Demand and Elasticity.
Channel Blindness
Same price for Dine-in and Delivery, despite vastly different fulfillment costs and customer intents.
Elasticity Clustering
Stores grouped by price sensitivity (Low/Med/High). Premium areas absorb hikes; value zones get protection.
Cross-Elasticity
Understanding cannibalization. If we raise the Burger price, do they leave, or do they buy the Combo? (Yield Preservation).
Market Basket Logic
Identifying "Anchor" vs. "Add-on" items. Pricing reflects the item's role in the basket.
Architecture: Elasticity-Driven Optimization Pipeline
Real-world impact of Differential Pricing.
Scenario: Toll gate tariffs increased by 50%.
Observed Traffic Drop: Only 10%.
Implied Elasticity: 0.2 (Highly Inelastic).
Takeaway: In low-elasticity zones (e.g., Highway transit hubs), we can raise prices aggressively with minimal transaction loss.
Result
+3.2% Lift
Incremental Revenue
Scenario: Price of individual sandwich raised. Combo price held steady.
Outcome: Customers didn't leave; they shifted to the Combo.
Mechanism: Leveraging "Cross-Elasticity" to drive upsell rather than churn.
Takeaway: Price changes can be used to "steer" behavior towards higher margin bundles.
Result
+4.2%
Margin Expansion