Graphical user interface and profile configuration system for predicting attributes for controlling reconciliation actions

Abstract

Systems, methods, and other embodiments associated with a profile configuration system are described including with a graphical user interface dashboard for creating a profile and automatically predicting target attributes for the profile with machine learning. The profile may be used by the system to control and guide actions against a database of transactions. For example, an automated machine learning process creates and trains a plurality of candidate machine learning models to predict a value for a target profile attribute. A best-fit machine learning model is selected from the candidates to generate the predicted value for the target profile attribute. Once the profile is created, query logic may be executed to search a database of transactions based on the profile attributes in the profile that match a set of transactions. The matching transactions are then routed and transferred into a reconciliation data table assigned to the account profile.