Dynamic user access control management

A method, comprising:

• monitoring, by a user management engine, a plurality of messages received via a network from a plurality of computing devices, wherein at least one message of the plurality of messages comprises a request to access a data resource;
• determining, by the user management engine and based on the monitored plurality of messages, a plurality of communications metrics comprising a data access metric, an access frequency metric, and a connection history metric;
• analyzing, by the user management engine and based on log files associated with the data resource, server performance data;
• determining, by a machine learning module, a user access level to the data resource;
• generating, by the machine learning module, dynamic user access rights for each of the plurality of computing devices;
• and
• sending, by the user management engine, a data access request message via a network based on the user access level.

One or more non-transitory computer-readable media storing instructions that, when executed by a computing platform comprising at least one processor, memory, and a communication interface, cause the computing platform to:

• monitor, by a user management engine, messages sent via a network from a plurality of computing devices, wherein at least one message comprises a request to access a data resource;
• determine, by the user management engine and based on the monitored messages, a plurality of communications metrics comprising a data access metric, an access frequency metric, and a connection history metric;
• analyze, by the user management engine and based on log files associated with the data resource, server performance data;
• generate, by a machine learning module, dynamic user access rights for each of the plurality of computing devices;
• and
• send, by the user management engine, a data access request message via a network based on a user access level corresponding to the dynamic user access rights.