Abstract: Methods and apparatuses for one or more processing systems reducing use of processing and networking resources for one or more electronic communications. The one or more processing systems receive, from a plurality of computing devices, transaction data of network transactions performed between the plurality of computing devices and a plurality of internet-enabled browsers and receive one or more external signals including an external signal over a network communication channel. The one or more processing systems execute, based on receiving the network response, an electronic transfer from the one or more processing systems to a different computer system that maintains an account associated with a computing system by exchanging the one or more electronic communications.

Abstract: Methods and systems for disambiguating a user from a plurality of users within a computing infrastructure when the plurality of users utilize a common identifier are described. Disambiguation may occur through the user of subsequent verification of the identity of the user which generates an authentication token to be passed to the computing infrastructure during authentication requests using the common identifier.

Abstract: Methods and apparatuses for performing prediction based on merchant transaction data are described. In some embodiments, a method comprises: receiving, by one or more payment processing systems, from a plurality of merchant computing devices associated with a plurality of merchants, respectively, transaction data of transactions performed between the plurality of merchants and a plurality of customers; applying, by the one or more payment processing systems, an interpretable machine learning model framework to produce predictions based at least on the transaction data; determining whether to provide loan financing to merchants based on the predictions; and providing, by the payment processing system, loan financing to an account of at least one merchant in response to the determination, including configuring repayment terms individually for each of the merchants receiving the loan financing.