Demand planning breaks down long before the model does – it breaks at the data. Inconsistent item records and stale history quietly poison every forecast.
Discipline beats sophistication
A modest model on clean, governed ERP data outperforms a sophisticated one fed by messy inputs. Start with data discipline, then layer on the math.