Credit repair by analysis of trade line properties
A method for taking appropriate action on a credit report for an individual based on analysis of properties of at least some of the trade lines of the credit report. Upon accessing the credit report, each of at least some of the trade lines in the credit report are processed by 1) identifying one or more properties of the subject trade line, 2) performing one or more removal success rate estimations for similar trade lines having at least one like property compared to the subject trade line, and 3) calculating at least one removability index (e.g., an item removal difficulty index or an item removal speed index) for the subject trade line based on the removal success estimation(s). The calculated removability indices are then aggregated for multiple trade lines, and the course of action for the credit report as a whole is determined based on the removability indices.
1. A method implemented by a computing system, comprising:
accessing, by a computing system, computer-executable instructions, and executing those computer-executable instructions using one or more digital processors thereby causing the following to be performed for each of at least some of a plurality of trade lines in a credit report:
the computing system accessing the credit report having the plurality of trade lines;
the computing system determining whether the credit report is in a text format or an XML format;
the computing system parsing the credit report to identify one or more trade lines within the credit report by selectively (1) performing text recognition if it is determined the credit report is in a text format and by at least identifying boundaries of the one or more trade lines within the credit report, and (2) performing XML parsing if it is determined the credit report is in an XML format;
the computing system generating a digital representation of one or more trade lines identified from the parsing; the computing system accessing the digital representation of the one or more trade lines, identifying a set of at least four separate properties for each of the one or more trade lines using the accessed digital representation of the one or more trade lines, and providing a digital representation of the set of the at least four separate properties, the at least four separate properties including (i) a trade line type, (ii) a trade line utilization (iii) a trade line creditor identifier and (iv) a trade line severity that has a corresponding rule defining a set of predetermined numeric value ranges usable to characterize and assign a severity level for the trade line severity property;
the computing system referencing the digital representation of the set of properties to perform a removal success rate estimation for each of the at least four separate properties, such that at least four separate removal success rate estimations are generated for the
corresponding at least four separate properties, respectively;
the computing system formulating a digital representation of each of the at least four removal success rate estimations, and providing the digital representation of each of the at least four removal success rate estimations to a removability index calculation module;
the computing system referencing the digital representation of the at least four removal success rate estimations to calculate a single removability index value that is based on all of the at least four separate removal success rate estimations for a corresponding trade line and that indicates at least an ability to remove the corresponding trade line from the credit report;
the computing system formulating a digital representation of the calculated single removability index for the corresponding trade line;
the computing system initiating an automated intercession associated with the one or more trade lines based on the calculated single removability index, wherein initiating the automated intercession includes the computing system sequencing a plurality of different intercessions into a sequence of intercessions to be performed based on relative effectiveness of the plurality of different intercessions for removing the corresponding trade line, and selecting a particular intercession in the sequence of intercessions that has a higher effectiveness for removing the corresponding trade line than at least one other intercession in the sequence of intercessions, such that the automatically performing the automated intercession includes automatically performing the particular intercession in the sequence of intercessions before the at least one other intercession, the automated intercession including generation of a plurality of letters to be dispatched to different entities, including a first letter of a first type to a first entity comprising a creditor and a second letter of a different type to a second entity comprising a credit bureau; and
the computing system automatically performing the automated intercession by at least generating the plurality of letters of the different types for dispatch to the different entities based at least on the calculated removability index.
2. The method in accordance with claim 1 , wherein the severity type of the trade line is a foreclosure type.
3. The method in accordance with claim 1 , wherein the trade line type specifies whether the trade line is an installment type or a revolving type.
4. The method in accordance with claim 1 , wherein the trade line utilization property comprises a balance range.
5. The method in accordance with claim 1 , wherein the creditor identity is selected from a group consisting of: a utility company, a collection company, a retail store, a specific bank name, and a credit card provider.
6. The method in accordance with claim 1 , wherein at least one of the removal success rate estimations having a digital representation formed by the removal success rate module comprises:
a historical success rate for trade lines for trade lines having a first property of the set of one or more properties of the trade line.
7. The method in accordance with claim 6 , wherein historical success rate is a first historical success rate, the at least one of the removal success rate estimations having the digital representation formed by the removal success rate module further comprising:
a second historical success rate for trade lines having a second property of the set of one or more properties of the trade line.
8. The method in accordance with claim 6 , wherein historical success rate is a first historical success rate, the at least one of the removal success rate estimations having the digital representation formed by the removal success rate module further comprising:
a second historical success rate for trade lines having at least a second property and a third property of the set of one or more properties of the trade line.
9. The method in accordance with claim 1 , wherein the at least one removal success rate comprises a single historical success rate for trade lines having all of the set of one or more properties of the trade line.
10. The method in accordance with claim 1 , wherein the determined course of action includes calculating a relative difficulty in improving the credit report based on the aggregated plurality of removability indices.
11. The method in accordance with claim 10 , wherein the determined course of action is also estimating a risk of attrition of a client requesting improvement of a credit report of the individual, the estimated risk of attrition at least based on the calculated relative difficulty in improving the credit report, as well as calculated relative difficulty in improving previous instances of the credit report of the individual.
12. The method in accordance with claim 1 , wherein the determined course of action is estimating a risk of attrition of a client requesting improvement of a credit report of the individual.
13. The method in accordance with claim 12 , wherein estimating the risk of attrition of the client is further based on demographic client demographics.
14. The method in accordance with claim 12 , wherein estimating the risk of attrition of the client is further based on a results rate in improving the credit report.
15. The method in accordance with claim 1 , wherein the set of one or more properties of at least one of the trade lines having a digital representation accessed by the trade line characterization module comprises a utilization ratio range of the trade line.
16. A computing system comprising:
one or more processors; and
one or more hardware storage device having stored computer-executable instructions which are executable by the one or more processors for causing the computing system to implement a method that includes: the computing system accessing the credit report having the plurality of trade lines;
the computing system determining whether the credit report is in a text format or an XML format;
the computing system parsing the credit report to identify one or more trade lines within the credit report by selectively (1) performing text recognition if it is determined the credit report is in a text format and by at least identifying boundaries of the one or more trade lines within the credit report, and (2) performing XML parsing if it is determined the credit report is in an XML format;
the computing system generating a digital representation of one or more trade lines identified from the parsing; the computing system accessing the digital representation of the one or more trade lines, identifying a set of at least four separate properties for each of the one or more trade lines using the accessed digital representation of the one or more trade lines, and providing a digital representation of the set of the at least four separate properties, the at least four separate properties including (i) a trade line type, (ii) a trade line utilization (iii) a trade line creditor identifier and (iv) a trade line severity that has a corresponding rule defining a set of predetermined numeric value ranges usable to characterize and assign a severity level for the trade line severity property;
the computing system referencing the digital representation of the set of properties to perform a removal success rate estimation for each of the at least four separate properties, such that at least four separate removal success rate estimations are generated for the corresponding at least four separate properties, respectively;
the computing system formulating a digital representation of each of the at least four removal success rate estimations, and providing the digital representation of each of the at least four removal success rate estimations to a removability index calculation module;
the computing system referencing the digital representation of the at least four removal success rate estimations to calculate a single removability index value that is based on all of the at least four separate removal success rate estimations for a corresponding trade line and that indicates at least an ability to remove the corresponding trade line from the credit report;
the computing system formulating a digital representation of the calculated single removability index for the corresponding trade line;
the computing system initiating an automated intercession associated with the one or more trade lines based on the calculated single removability index, wherein initiating the automated intercession includes the computing system sequencing a plurality of different intercessions into a sequence of intercessions to be performed based on relative effectiveness of the plurality of different intercessions for removing the corresponding trade line, and selecting a particular intercession in the sequence of intercessions that has a higher effectiveness for removing the corresponding trade line than at least one other intercession in the sequence of intercessions, such that the automatically performing the automated intercession includes automatically performing the particular intercession in the sequence of intercessions before the at least one other intercession, the automated intercession including generation of a plurality of letters to be dispatched to different entities, including a first letter of a first type to a first entity comprising a creditor and a second letter of a different type to a second entity comprising a credit bureau; and
the computing system automatically performing the automated intercession by at least generating the plurality of letters of the different types for dispatch to the different entities based at least on the calculated removability index.
17. One or more hardware storage device having stored computer-executable instructions which are executable by the one or more processors of a computing system for causing the computing system to implement a method that includes:
the computing system accessing the credit report having the plurality of trade lines;
the computing system determining whether the credit report is in a text format or an XML format;
the computing system parsing the credit report to identify one or more trade lines within the credit report by selectively (1) performing text recognition if it is determined the credit report is in a text format and by at least identifying boundaries of the one or more trade lines within the credit report, and (2) performing XML parsing if it is determined the credit report is in an XML format;
the computing system generating a digital representation of one or more trade lines identified from the parsing;
the computing system accessing the digital representation of the one or more trade lines, identifying a set of at least four separate properties for each of the one or more trade lines using the accessed digital representation of the one or more trade lines, and providing a digital representation of the set of the at least four separate properties, the at least four separate properties including (i) a trade line type, (ii) a trade line utilization (iii) a trade line creditor identifier and (iv) a trade line severity that has a corresponding rule defining a set of predetermined numeric value ranges usable to characterize and assign a severity level for the trade line severity property;
the computing system referencing the digital representation of the set of properties to perform a removal success rate estimation for each of the at least four separate properties, such that at least four separate removal success rate estimations are generated for the corresponding at least four separate properties, respectively;
the computing system formulating a digital representation of each of the at least four removal success rate estimations, and providing the digital representation of each of the at least four removal success rate estimations to a removability index calculation module;
the computing system referencing the digital representation of the at least four removal success rate estimations to calculate a single removability index value that is based on all of the at least four separate removal success rate estimations for a corresponding trade line and that indicates at least an ability to remove the corresponding trade line from the credit report;
the computing system formulating a digital representation of the calculated single removability index for the corresponding trade line;
the computing system initiating an automated intercession associated with the one or more trade lines based on the calculated single removability index, wherein initiating the automated intercession includes the computing system sequencing a plurality of different intercessions into a sequence of intercessions to be performed based on relative effectiveness of the plurality of different intercessions for removing the corresponding trade line, and selecting a particular intercession in the sequence of intercessions that has a higher effectiveness for removing the corresponding trade line than at least one other intercession in the sequence of intercessions, such that the automatically performing the automated intercession includes automatically performing the particular intercession in the sequence of intercessions before the at least one other intercession, the automated intercession including generation of a plurality of letters to be dispatched to different entities, including a first letter of a first type to a first entity comprising a creditor and a second letter of a different type to a second entity comprising a credit bureau; and
the computing system automatically performing the automated intercession by at least generating the plurality of letters of the different types for dispatch to the different entities based at least on the calculated removability index.