Demand Forecast with Hierarchical Time Series
Seed: multi_level_sales_data, hierarchy_definitionADVERTISEMENT - IN-ARTICLE
Implementation Guide
This forecasting approach models demand across hierarchical levels (product, category, region) while ensuring consistency between them. It supports strategic planning by aligning top-down targets with bottom-up realities. The output includes forecasts, confidence bands, and reconciliation diagnostics. This is especially valuable for supply chain and strategy alignment in complex organizations.
💡 Expert Q&A Insights
Q: \
Why not forecast each level separately?\" \"
Q: Independent forecasts often conflict; hierarchical methods enforce coherence.\" \n\"
Can it handle new products?\" \"