Student seeks advice on forecasting demand across 40 locations

An undergraduate student asks for advice on a demand forecasting agent in a multi-agent supply chain project: with about 1.1 million synthetic records across 40 locations, should they train 40 local models or one global model, and how to evaluate synthetic data without leakage.