Prasanna K · Retail demand and constrained ordering

Better forecasts need an operating decision.

A frozen historical comparison on 210 M5 series. Choose a model and a common capital limit to inspect the precomputed policy simulation.

Costs, lead time, stock and capital rules are hypothetical. Sales are a demand proxy. Amounts below are simulated penalties and procurement spend, not measured savings.

Simulated penalty (USD)
Unit fill rate
Procurement spend (USD)
Ending stock / pipeline

Orders affected by capital limits

The first review starts empty. These model-derived integer order quantities belong to the same observed decision date. Pending orders arrive one week later. Items shown are those whose orders differ between half and double budget.

SeriesHalf budgetBase budgetDouble budget

Forecast evidence