FINANCIAL INFORMATION ENRICHMENT FOR INTELLIGENT CREDIT DECISION MAKING

1 . A non-transitory computer-readable media storing computer instructions which when executed by one or more processors of a device cause the device to:

identify individual financial transactions within a plurality of financial transactions associated with a plurality of consumers, the individual financial transactions each enhanced with at least one transaction-based categorization generated therefor;

identify series' of financial transactions within the plurality of financial transactions, the series' of financial transactions each enhanced with at least one series-based categorization generated therefor;

process the individual financial transactions within the plurality of financial transactions utilizing a first sequence of functions to enhance one or more of the individual financial transactions with at least one additional transaction-based categorization;

process the series' of financial transactions within the plurality of financial transactions utilizing a second sequence of functions to enhance one or more of the series' of financial transactions with at least one additional series-based categorization;

determine one or more sources of income for one or more consumers of the plurality of consumers, using the individual financial transactions enhanced with the at least one additional transaction-based categorization and the one or more of the series' of financial transactions enhanced with the at least one additional series-based categorization.

2 . The non-transitory computer-readable media of claim 1 , wherein the plurality of financial transactions are obtained from a data structure of one or more financial institutions through which the plurality of financial transactions were performed.

3 . The non-transitory computer-readable media of claim 1 , wherein the plurality of financial transactions are defined in records having field values for attributes of the financial transactions, and wherein the records are enhanced to include the transaction-based categorizations, the series-based categorizations, the additional transaction-based categorizations and the additional series-based categorizations.

4 . The non-transitory computer-readable media of claim 1 , wherein the transaction-based categorizations indicate a category of a corresponding financial transaction.

5 . The non-transitory computer-readable media of claim 4 , wherein the category indicates whether the corresponding financial transaction is a credit related to a salary of a consumer associated with the corresponding financial transaction.

6 . The non-transitory computer-readable media of claim 1 , wherein the series-based categorizations indicate series-level information for a corresponding series of financial transactions.

7 . The non-transitory computer-readable media of claim 6 , wherein the series-level information includes a series identifier, a periodicity of financial transactions in the corresponding series of financial transactions, and a probability of recurrence of the financial transactions in the corresponding series of financial transactions.

8 . The non-transitory computer-readable media of claim 1 , wherein functions in the first sequence of functions determine the at least one additional transaction-based categorization based on categorizations and keywords included in the one or more of the individual financial transactions.

9 . The non-transitory computer-readable media of claim 1 , wherein functions in the second sequence of functions determine the at least one additional series-based categorization based on categorizations, keywords, and probability of recurrence included in the one or more of the series' of financial transactions.

10 . The non-transitory computer-readable media of claim 1 , wherein each function in the first sequence of functions is relevant to financial transactions with certain financial transaction attributes, and wherein once an individual financial transaction with financial transaction attributes relevant to a function in the first sequence of functions is processed by the function, the individual financial transaction is not processed by subsequent functions in the first sequence of functions.

11 . The non-transitory computer-readable media of claim 1 , wherein processing the individual financial transactions utilizing the first sequence of functions includes:

(a) determining a first subset of the individual financial transactions that include information relevant to a first function in the first sequence of functions,

(b) using the first function to process the first subset of the individual financial transactions relevant to the first function and passing remaining financial transactions of the individual financial transactions to a next function in the first sequence of functions,

(c) determining a next subset of the remaining financial transactions that include information relevant to the next function in the first sequence of functions,

(d) using the next function to process the next subset of the remaining financial transactions, and

(e) repeating (c)-(d) through a last function in the first sequence of functions.

12 . The non-transitory computer-readable media of claim 1 , wherein each function in the second sequence of functions is relevant to series' of financial transactions with certain financial transaction attributes, and wherein once a series of financial transactions with financial transaction attributes relevant to a function in the second sequence of functions is processed by the function, the series of financial transactions is not processed by subsequent functions in the second sequence of functions.

13 . The non-transitory computer-readable media of claim 1 , processing the series' of financial transactions utilizing the second sequence of functions includes:

(a) determining a first subset of the series' of financial transactions that include information relevant to a first function in the second sequence of functions,

(b) using the first function to process the first subset of the series' of financial transactions relevant to the first function and passing remaining series' of the series' of financial transactions to a next function in the second sequence of functions,

(c) determining a next subset of the remaining series' that include information relevant to the next function in the second sequence of functions,

(d) using the next function to process the next subset of the remaining series', and

(e) repeating (c)-(d) through a last function in the second sequence of functions.

14 . The non-transitory computer-readable media of claim 1 , wherein the one or more sources of income include one or more employers of the one or more consumers making salary payments to the one or more consumers.

15 . The non-transitory computer-readable media of claim 1 , further comprising creating flags to tag inter-bank transfers and intra-bank transfers.

16 . The non-transitory computer-readable media of claim 15 , wherein the flags indicate probable outlier transactions within the plurality of financial transactions that are indicative of additional sources of income for one or more consumers of the plurality of consumers.

17 . The non-transitory computer-readable media of claim 1 , further comprising;

outputting an indication of the one or more sources of income determined for the one or more consumers.

18 . The non-transitory computer-readable media of claim 17 , wherein the indication of the one or more sources of income determined for the one or more consumers is output for use in making credit-related decisions.

19 . A method, comprising:

at a computer system:

identifying individual financial transactions within a plurality of financial transactions associated with a plurality of consumers, the individual financial transactions each enhanced with at least one transaction-based categorization generated therefor;

identifying series' of financial transactions within the plurality of financial transactions, the series' of financial transactions each enhanced with at least one series-based categorization generated therefor;

processing the individual financial transactions within the plurality of financial transactions utilizing a first sequence of functions to enhance one or more of the individual financial transactions with at least one additional transaction-based categorization;

processing the series' of financial transactions within the plurality of financial transactions utilizing a second sequence of functions to enhance one or more of the series' of financial transactions with at least one additional series-based categorization;

determining one or more sources of income for one or more consumers of the plurality of consumers, using the individual financial transactions enhanced with the at least one additional transaction-based categorization and the one or more of the series' of financial transactions enhanced with the at least one additional series-based categorization.

20 . A system, comprising:

a non-transitory memory storing instructions; and

one or more processors in communication with the non-transitory memory that execute the instructions to:

identify individual financial transactions within a plurality of financial transactions associated with a plurality of consumers, the individual financial transactions each enhanced with at least one transaction-based categorization generated therefor;

identify series' of financial transactions within the plurality of financial transactions, the series' of financial transactions each enhanced with at least one series-based categorization generated therefor;

process the individual financial transactions within the plurality of financial transactions utilizing a first sequence of functions to enhance one or more of the individual financial transactions with at least one additional transaction-based categorization;

process the series' of financial transactions within the plurality of financial transactions utilizing a second sequence of functions to enhance one or more of the series' of financial transactions with at least one additional series-based categorization;

determine one or more sources of income for one or more consumers of the plurality of consumers, using the individual financial transactions enhanced with the at least one additional transaction-based categorization and the one or more of the series' of financial transactions enhanced with the at least one additional series-based categorization.