Demand Forecasting Cycle overview

Produces rolling demand forecasts by synthesizing historical sales data, market signals, promotional calendars, and macroeconomic indicators -- calibrating statistical and ML models against recent actuals, generating SKU-level and aggregate demand projections across planning horizons, running scenario analysis for demand shocks, and publishing forecast accuracy scorecards. Produces updated demand plan and bias-correction recommendations. Excludes inventory replenishment execution.