Spatiotemporal demand representations

Advanced forecasting should be judged by horizon, segment and decision value—not one aggregate score. This note examines spatiotemporal demand representations with that evaluation discipline.

Practitioner lens

A rigorous evaluation of spatiotemporal demand representations reports loss by horizon and segment, then checks whether uncertainty estimates achieve their intended coverage on unseen periods.

First experiment

Monitor feature drift, residual structure and changing error by segment after deployment.

This is an original educational brief. It is a starting point for discussion, not a claim that one technique fits every supply chain.