Embodiments of the invention provide systems and methods for using multi-dimensional modeling techniques to handle analytical metrics and assignment previews, for example, in the context of territory proposals and what-if analysis. In some embodiments, a set of proposed territory definitions is generated in a territory management system to represent a hierarchical set of proposed territories each as a set of cells of a hypercube. A modification is received to the proposed territory definitions, and the proposed territory definitions are updated according to the modification. A query is received (e.g., at the territory management system via a user interface) and is executed against the proposed territory definitions in the territory management system to generate a query result. The query result is output to provide analytical metrics and/or assignment preview functionality.