Linganisha mbinu

	Upangaji Jumuishi	Usimamizi wa Hisa na Muuzaji
Nyanja	Usimamizi wa Uendeshaji	Usimamizi wa Uendeshaji
Familia	Machine learning	Machine learning
Mwaka wa asili	1992	2006
Mwanzilishi	Wallace, T. F.	Disney, S. M., & Towill, D. R.
Aina	Demand-supply planning framework	Business and inventory model
Chanzo asilia	Wallace, T. F. (1992). Sales & Operations Planning: The how-to handbook. Cincinnati: APICS Publications.	Disney, S. M., & Towill, D. R. (2006). Vendor-managed inventory: A taxonomy of approaches and implications. International Journal of Production Economics, 106(2), 440-456.
Majina mbadala	sales and operations planning, production planning	VMI, supplier-managed inventory
Zinazohusiana	5	5
Muhtasari	Aggregate Planning (or Sales & Operations Planning, S&OP) is a collaborative, iterative process that balances demand and supply at a high level—typically grouping products into families and planning over a 3–18 month horizon. Developed formally by Tom Wallace and popularized through APICS, aggregate planning helps organizations align sales forecasts, production capacity, inventory, and workforce to meet demand efficiently while managing costs. It serves as the bridge between strategic business plans and detailed operational execution.	Vendor-Managed Inventory (VMI) is a supply chain arrangement in which the supplier (vendor) has visibility into the customer's inventory levels and assumes responsibility for replenishing inventory to pre-agreed levels. Rather than customers placing orders based on internal forecasts, the supplier monitors actual consumption and triggers replenishment shipments automatically. VMI reduces administrative burden, minimizes stock-outs, improves cash flow (by reducing inventory in the supply chain), and fosters collaboration between supplier and customer.