My Lab / Causal ML

Dynamic Pricing Across a 60K+ SKU Catalog

A production pricing system: DML, elasticity, inventory, and operations in one loop. Source is private. The walkthrough is what I can show.

Python · Causal DML · Causal Forests · Clustering · Optimization · MLOps

Private system · logic only

SeasonInventoryTitleDemandPriceQuantity

What you observe

Price and quantity already happened. Someone set the price. A naive fit mostly recovers that policy.

Demand and revenue

Move price, change elasticity, watch the optimizer's favourite fiction appear. Synthetic only.

Demand ≈ 104 · Revenue ≈ 1875 · mint is demand, amber is revenue. Synthetic.