| CPC H04L 47/781 (2013.01) [H04L 41/16 (2013.01); H04L 43/045 (2013.01); H04L 47/828 (2013.01)] | 20 Claims |

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1. A method for resource allocation optimization, the method comprising:
using a hardware processor of a network-based service:
determining, from a network-based resource allocation service, over a network, resource allocation data corresponding to resource allocations of a first entity;
requesting, from a network-based entity data service, over the network, first entity data of the first entity;
clustering the first entity into a first entity group based upon the first entity data and second entity data of a second entity in the first entity group, the first entity group one of a plurality of entity groups, the first entity group comprising a plurality of entities;
determining a resource allocation optimization, based upon the resource allocation data of the first entity, resource allocation data of a set of other entities in the first entity group, and a resource optimization goal;
composing a graphical user interface (GUI) descriptor specifying instructions for rendering a GUI including a description of the resource allocation optimization; and
delivering the GUI descriptor to the first entity.
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