Systems and methods for objective-based scoring using machine learning techniques

A system for managing load for access rights to resources, comprising:

• one or more processors;
• and
• a non-transitory computer-readable storage medium containing instructions which, when executed on the one or more processors, cause the one or more processors to perform operations including:
• receiving, at a primary load management system, a first communication from a first user,
• wherein:
• the first communication corresponds to a first request for one or more access rights to a first plurality of resources, and
• the primary load management system manages assignment of access rights to the first plurality of resources;
• accessing a data store that stores a plurality of resource-affinity parameters, wherein:
• each resource-affinity parameter of the plurality of resource-affinity parameters corresponds to a user from a plurality of users registered with the primary load management system,
• each resource-affinity parameter of the plurality of resource-affinity parameters being a value that represents a likelihood that corresponding user will access the first plurality of resources,
• the plurality of users is prioritized in a position queue based on the value of the resource-affinity parameter corresponding to the user;
• the first user having a first resource-affinity parameter;
• receiving, at a primary load management system, a second communication from a second user,
• wherein:
• the second communication corresponds to a second request for one or more access rights to the second plurality of resources,
• the second communication is received from a second user, and
• the second user having a second resource-affinity parameter;
• comparing a value of the first resource-affinity parameter and a value of the second resource-affinity parameter;
• and
• modifying the position queue if the value of the second resource-affinity parameter is greater than the value of the first resource-affinity parameter,
• wherein:
• modification of the position queue comprises:
• allowing the second user to access the second plurality of resources before the first user access the first plurality of resources.

A computer-program product tangibly embodied in a non-transitory machine-readable storage medium, including instructions configured to cause a processing apparatus to perform operations including:

• receiving, at a primary load management system, a first communication from a first user,
• wherein:
• the first communication corresponds to a first request for one or more access rights to first plurality of resources, and
• the primary load management system manages assignment of access rights to the first plurality of resources;
• accessing a data store that stores a plurality of resource-affinity parameters, wherein:
• each resource-affinity parameter of the plurality of resource affinity parameters corresponds to a user from a plurality of users registered with the primary load management system,
• each resource-affinity parameter of the plurality of resource affinity parameters being a value that represents a likelihood that corresponding user will access the first plurality of resources,
• the plurality of users is prioritized in a position queue based on the value of the resource-affinity parameter corresponding to the user;
• the first user having a first resource-affinity parameter;
• receiving, at a primary load management system, a second communication from a second user,
• wherein:
• the second communication corresponds to a second request for one or more access rights to a second plurality of resources,
• the second communication is received from a second user, and
• the second user having a second resource-affinity parameter;
• comparing a value of the first resource-affinity parameter and a value of the second resource-affinity parameter;
• and
• modifying the position queue if the value of the second resource-affinity parameter is greater than the value of the first resource-affinity parameter,
• wherein:
• modification of the position queue comprises:
• allowing the second user to access the second plurality of resources before the first user access the first plurality of resources.