Systems and methods for modulating data objects to effect state changes

A system for modulating output objects for effecting state change, the system comprising:

• a network-connected state control computer comprising a memory and a processor and further comprising programmable instructions stored in the memory and operating on the processor, the instructions when executed by the processor, cause the processor to:
• receive user data indicative of a current state of a user associated with a user device, wherein the user data comprises real-time sensor data, historical data, user interaction data, and transactional data associated with the user device over a timeline wherein the timeline represents a difference between a predicted state and an expected state;
• identify a plurality of output objects for delivery to the user device, the plurality of output objects collectively representing influenceable factors to affect a change a state of the user between the predicted state and the expected state over the timeline;
• rank the plurality of output objects, wherein to rank the plurality of output objects, the programmable instructions when further executed by the processor cause the processor to:
• create a user encoding representation vector and media encoding representation matrix for each output object of the plurality of output objects;
• perform a dot-product operation, the dot product operation operable to identify a best output object wherein a higher dot-product equates to a higher satisfactory predictive ranking;
• and
• wherein upon the dot-product operation being positive, the user device allows a receipt of the first output object, otherwise, the user device discards the first output object;
• identify a plurality of points in time in the timeline wherein each point in time of the plurality of points in time represent a time to deliver an output object of the plurality of output objects to affect the change of a state of the user;
• identify at least one category and sub-category associated with the plurality of output objects based on the user data;
• select a first output object of the plurality of output objects for the user device from the at least one category and sub-category, wherein the selected object is a highest ranked output object designed to bring a change in the current state of the user;
• deliver the first output object to the user device at a first point in time of the plurality of points in time, wherein the output object comprises text, an audio file, a video file, or haptic output;
• receive feedback from the user device, wherein the feedback is received in response to the delivered selected output object;
• and
• responsive to receiving feedback, predict a different plurality of points in time in the timeline for delivering other output objects of the plurality of output objects from the at least one category and sub-category.