Forecasting and Inventory Management

Kirill Makarov is a forecasting and inventory-management specialist with deep expertise in demand-planning algorithms and safety-stock optimization. He holds a Master's in Operations Research and has implemented S&OP processes for retail and manufacturing clients. Kirill publishes comparative analyses of statistical and machine-learning forecasting methods and their impact on service levels. He teaches advanced courses on multi-echelon inventory models and scenario planning. His current work integrates real-time POS data streams to refine short-term demand predictions.