In a chapter on attributes-based forecasting, Shaun argues for the importance of flexible, user-defined hierarchies (as opposed to the static hierarchies that are defined and locked-in during implementation of many software packages.) An attribute is anything that is associated with a product, such as physical characteristic like color or size, or any other categorization (e.g. location, season, t