Accelerated transaction service

A method, comprising:

• generating a plurality of attributes based at least in part on an analysis of claim event data associated with a user registered to participate in an accelerated transaction program;
• applying a first set of the plurality of attributes to a payment prediction model;
• predicting that an approved claim transaction will be initiated by a claim payment provider based at least in part on a comparison of a payment prediction score that is output from the payment prediction model with a predefined threshold;
• applying a second set of the plurality of attributes to a payment amount model, an output of the payment amount model comprising an estimated amount of the approved claim transaction;
• and
• initiating a user with an accelerated transaction amount based at least in part on the estimated amount.

A system, comprising:

• a computing device comprising a processor and a memory;
• and
• machine-readable instructions stored in the memory that, when executed by the processor, cause the computing device to at least:
• receive a request to participate in an accelerated transaction program from a client device associated with a user, the request including a completed application and consent for an entity associated with the computing device to obtain claim event data associated with the user from a claim management entity;
• notify the claim management entity of the consent received from the client device associated with the user;
• obtain historical claim event data associated with the user from the claim management entity;
• approve the completed application based at least in part on analysis of the historical claim event data;
• and
• generate a notification indicating approval of the completed application for the user;
• and
• transmit the notification to the client device and a claim management entity computing device.