Naidu Paila

Forecasting Under Supply Chain Volatility: Evaluating Machine Learning as a Pathway to Agentic Demand Planning

Demand forecasting forms a critical component of supply chain planning. Forecasting errors directly impact inventory levels, replenishment decisions, service rates, and operational costs. Conventional statistical approaches such as autoregressive and exponential smoothing models remain effective for stable demand. Howe...