Abstract: A system includes a financial data storage that stores internal account data, external account data, and transaction data, a communications interface configured to receive external account data from an external data source and transaction data from a merchant, and a database manager that cooperates with the communications interface to store the external account data and the transaction data. The system also includes an account balance prediction processor configured to identify recurring expense transaction(s) and recurring income transaction(s) and update them based on user input, determine predicted expense transaction(s) and a predictive income using a predictive model, and calculate a predicted account balance. The system also includes a transaction monitor configured to compare one or more actual expense transactions with one or more predicted expense transactions, and an alert transmitter configure to generate and transmit one or more alerts based on the comparison.

Abstract: A system includes a financial data storage that stores internal account data, external account data, and transaction data, a communications interface configured to receive external account data from an external data source and transaction data from a merchant, and a database manager that cooperates with the communications interface to store the external account data and the transaction data. The system also includes an account balance prediction processor configured to identify recurring expense transaction(s) and recurring income transaction(s) and update them based on user input, determine predicted expense transaction(s) and a predictive income using a predictive model, and calculate a predicted account balance. The system also includes a transaction monitor configured to compare one or more actual expense transactions with one or more predicted expense transactions, and an alert transmitter configure to generate and transmit one or more alerts based on the comparison.

Abstract: A system includes a financial data storage that stores internal account data, external account data, and transaction data, a communications interface configured to receive external account data from an external data source and transaction data from a merchant, and a database manager that cooperates with the communications interface to store the external account data and the transaction data. The system also includes an account balance prediction processor configured to identify recurring expense transaction(s) and recurring income transaction(s) and update them based on user input, determine predicted expense transaction(s) and a predictive income using a predictive model, and calculate a predicted account balance. The system also includes a transaction monitor configured to compare one or more actual expense transactions with one or more predicted expense transactions, and an alert transmitter configure to generate and transmit one or more alerts based on the comparison.

Abstract: A system includes a financial data storage that stores internal account data, external account data, and transaction data, a communications interface configured to receive external account data from an external data source and transaction data from a merchant, and a database manager that cooperates with the communications interface to store the external account data and the transaction data. The system also includes an account balance prediction processor configured to identify recurring expense transaction(s) and recurring income transaction(s) and update them based on user input, determine predicted expense transaction(s) and a predictive income using a predictive model, and calculate a predicted account balance. The system also includes a transaction monitor configured to compare one or more actual expense transactions with one or more predicted expense transactions, and an alert transmitter configure to generate and transmit one or more alerts based on the comparison.

Abstract: A system and a method for account transaction balance prediction for an account held with a financial institution based on past and present account activity. An account balance prediction processor determines a recurring financial transaction based on at least one of: the internal account data, the external account data, and the transaction data. The system calculates a predicted account balance based on the total predicted financial transactions and the predicted income. A transaction monitor receives actual financial transaction data and actual income data, and compares the actual financial transaction data with the predicted financial transaction, and compares the actual income data with the predicted income data. An alert transmitter transmits in real time, an alert. A machine learning processor continuously adjusts calculations of financial transactions and income.

Abstract: A system and method include a financial data storage that stores internal account data, external account data, and transaction data, a communications interface that receives, via a network, external account data from an external data source and transaction data from a merchant, a database manager that cooperates with the communications interface to store the received external account data in the financial data storage and the received transaction data from the merchant, an account balance prediction processor that determines a recurring financial transaction based on at least one of: the internal account data, the external account data, and the transaction data, determines recurring income data based on at least one of: the internal account data and the external account data, determines a predicted financial transaction using a predictive model based on the at least one recurring financial transaction, a prediction time period, and at least one trending data, determines a predicted income using a predictive m