Demand forecasting in agribusiness is a critical managerial function that estimates the future demand for agricultural products and services over a specific period. In Production and Supply Chain Management in Agribusiness, forecasting plays a vital role because agricultural production is seasonal, perishable, weather-dependent, and highly sensitive to market fluctuations. Accurate demand forecasting enables agribusiness firms to align production planning, procurement, inventory management, distribution, and marketing strategies with expected market requirements. One of the primary objectives of demand forecasting is to reduce uncertainty in decision-making. Agricultural markets are influenced by factors such as climatic conditions, government policies, price volatility, consumer preferences, and international trade. Forecasting helps managers anticipate changes in demand and minimize risks associated with overproduction or underproduction. By estimating future sales volumes, agribusiness firms can plan cropping patterns, input procurement, storage facilities, and processing capacity effectively. Another important objective is production planning. In agribusiness, production decisions must be taken well in advance due to long gestation periods of crops and livestock products. Forecasting provides a basis for determining the type and quantity of crops to be cultivated, livestock to be reared, or processed goods to be manufactured. For example, food processing companies forecast demand for fruits and vegetables to schedule procurement contracts with farmers and ensure continuous plant utilization. Accurate forecasting ensures optimal capacity utilization and prevents idle resources. Demand forecasting also supports inventory management. Agricultural products are often perishable and require special storage conditions. Excess inventory may lead to spoilage and financial losses, while insufficient inventory may result in stockouts and loss of customer goodwill. Forecasting helps determine optimal inventory levels, reorder points, and safety stock requirements in the supply chain. This is particularly important for cold chain management, dairy supply chains, and fresh produce distribution networks. Another objective is efficient procurement and supply chain coordination. Agribusiness firms depend on timely procurement of raw materials from farmers, cooperatives, and aggregators. Forecasting future demand allows firms to establish procurement schedules, contract farming agreements,