Augmentation and processing of digital information sets using proxy data

• US 9,824,183 B1
• Filed: 05/12/2005
• Issued: 11/21/2017
• Est. Priority Date: 05/12/2005
• Status: Active Grant

• Current Assignee: Versata Development Group, Inc. (ESW Capital, LLC)
• Original Assignee: Versata Development Group, Inc. (ESW Capital, LLC)
• Inventors: Gupta, Neeraj, Rowe, Thomas E., Cush, Ryan A., Brannon, Kevin, Namjoshi, Rohit M.
• Primary Examiner(s): Chng, Joy
• Application Number:
  US11/127,875
• Time in Patent Office: 4,576 Days
• Field of Search: 705 2- 3, 703 2- 3
• CPC Class Codes: G06F 40/174 Form filling; Merging
• CPC Class Codes: G06Q 40/08 Insurance
• CPC Class Codes: G06Q 50/22 Social work or social welfare, e.g. community support activities or counselling services
• CPC Class Codes: G16H 10/60 for patient-specific data, e.g. for electronic patient records

Abstract

A proxy data augmentation system and method intelligently augments digital information sets with proxy data using analytical processing technology. The proxy data system and method identifies fields in a digital information set that are candidates for modification using proxy data. After identifying a candidate field, an analytical process is invoked to evaluate a context of the candidate field. In one embodiment, once the context and at least one other parameter associated with the digital information set are evaluated, the proxy data augmentation system and method can determine appropriate proxy data to populate the candidate field and modify the digital information set with the determined proxy data. The modified document can then be sent to a recipient data processing system. Additionally, the digital information set submitting and/or recipient data processing system can be notified of the existence and identification of the proxy data.

Claims

1. A data processing system that utilizes adapted data fields in a digital information set to automate population of data fields in a digital information set with contextual proxy data using specialized data types, the system comprising:

a processor; and

a memory coupled to the processor, the memory having processor executable code embodied therein that when executed transforms the data processing system into a machine for automatically determining and automatically populating data fields with contextual proxy data in a digital information set by causing the processor to;

receive a digital information set that includes the data fields, wherein each of the data fields includes a data type representing a type of the parameter that the data field is designed to contain and to be determined by an identity of an intended recipient of the digital information set;

review the digital information set to determine an identity of an intended recipient of the digital information set;

determine a context of each data field from the data type of the data field and the identity of the intended recipient of the digital information set;

identify each data field of the received digital information set whose content is a candidate for proxy data by determining if the content is incomplete, empty, or, based on the determined context of the data field, contains information that does not comply with rules that allow the processor to determine at least one of accuracy and relevancy;

evaluate the data type and the determined context of each of the data fields and determine proxy data that correlates with the data type and the context of each data field with which to populate each data field;

modify the digital information set with the determined proxy data; and

transmit the digital information set modified with the determined proxy data to a recipient electronic system.

2. The system of claim 1 wherein the content of the field in the digital information set is a candidate for proxy data when the content is empty.

3. The system of claim 1 wherein the content of the field in the digital information set is a candidate for proxy data when the content is not consistent with an expected characteristic, wherein the characteristic is a member of a group consisting of data format, data value, data size, or data type.

4. The system of claim 1 wherein the code to cause the processor to modify the digital information set with proxy data determined by the process comprises code to:

populate the field with the appropriate proxy data determined by the process.

5. The system of claim 1 wherein the code to cause the processor to modify the digital information set with proxy data determined by the process comprises code selected from a group consisting of code to augment existing data in the digital information set with additional data, code to revise the existing data, or code to replace the existing data.

6. The system of claim 1 wherein the memory further comprises processor executable code embodied therein to cause the processor to:

determine a most likely default value for the data field based on review of data in the digital information set that is related to the context of the data field.

7. The system of claim 6 wherein:

the data field is a “

number of employees”

field, the data related to the context of the field is “

total payroll”

, “

average pay per employee for a particular business class code”

, and the “

business class code”

; and

to determine a most likely proxy value for the data field comprises solving “

number of employees=(Total Payroll)/(Estimated Average pay per employee)”

for the “

number of employees”

.

8. The system of claim 6 wherein the proxy value is a neutral value for the intended recipient of the digital information set.

9. The system of claim 1 wherein the process is comprised of processor executable code stored in the memory to interpret data populating the data field and determine one or more most likely interpretations of the data populating the data field that correspond to data acceptable to the intended recipient of the digital information set.

10. The system of claim 1 wherein the memory further comprises processor executable code embodied therein to cause the processor to:

perform a heuristic evaluation of the at least one other parameter in the digital information set to determine appropriate proxy data with which to populate the data field.

11. The system of claim 1 wherein the memory further comprises processor executable code embodied therein to cause the processor to:

indicate the proxy data used to modify the digital information set.

12. The system of claim 1 wherein the memory further comprises processor executable code embodied therein to cause the processor to:

send the digital information set modified with the proxy data to the intended recipient.

13. The system of claim 12 wherein the memory further comprises processor executable code embodied therein to cause the processor to:

iterate the content of the proxy data;

modify the digital information set with iterated proxy data; and

resend the digital information set with the iterated proxy data.

14. The system of claim 12 wherein the code to send the digital information set modified with the proxy data to the intended recipient further comprises code to send the digital information set modified with the proxy data to the intended recipient to obtain a quote from an insurance carrier.

15. The system of claim 12 wherein the memory further comprises processor executable code embodied therein to cause the processor to:

inform an intended recipient that the digital information set includes proxy data.

16. The system of claim 15 wherein the memory further comprises processor executable code embodied therein to cause the processor to identify the proxy data included in the digital information set.

17. The system of claim 12 wherein the memory further comprises processor executable code embodied therein to cause the processor to:

inform an originator of the digital information set that the digital information set includes proxy data.

18. The system of claim 17 wherein the memory further comprises processor executable code embodied therein to cause the processor to identify the proxy data included in the digital information set.

19. The system of claim 1 wherein the memory further comprises processor executable code embodied therein to cause the processor to:

prompt a user of the data processing system to provide actual data to substitute for proxy data.

20. The system of claim 1 wherein the memory further comprises processor executable code embodied therein to cause the processor to:

inform a user of the data processing system that the digital information set includes proxy data.

21. The system of claim 1 wherein the memory further comprises processor executable code embodied therein to cause the processor to:

prompt a user of the data processing system to verify accuracy of the proxy data.

22. The system of claim 1 wherein the digital information set comprises an identification of an insurance risk.

23. The system of claim 1 wherein the digital information set comprises a request to receive a response from an insurance carrier wherein a type of response requested is selected from a group consisting of a non-bindable quote, a bindable quote, or an indication if an insurance risk matches the type of risk for which an insurance carrier desires to underwrite.

24. The system of claim 1 wherein at least one parameter is data representing the intended recipient of the digital information set.

25. The system of claim 1 wherein at least one parameter is data representing a preference of the intended recipient of the digital information set.

26. The system of claim 1 wherein the digital information set is derived from a digital information set received from a submitter data processing system.

27. The system of claim 1 wherein the proxy data is determined from requirements of the intended recipient of the digital information set.

28. The system of claim 1 wherein the field associated with the digital information set is a field that is missing in the digital information set but is expected by the intended recipient of the digital information to exist.

29. A non-transitory, computer readable program product having processor executable code embodied therein to cause a processor to utilize adapted data fields in a digital information set to automate population of data fields in a digital information set with contextual proxy data using specialized data types and transform a computer system into a machine to:

receive a digital information set that includes data fields, wherein each of the data fields includes a data type representing a type of the parameter that the data field is designed to contain and to be determined by an identity of an intended recipient of a digital information set;

review the digital information set to determine an identity of an intended recipient of the digital information set;

determine a context of each data field from the data type of the data field and the identity of the intended recipient of the digital information set;

identify each data field of the received digital information set whose content is a candidate for proxy data by determining if the content is incomplete, empty, or, based on the determined context of the data field, contains information that does not comply with rules that allow the processor to determine at least one of accuracy and relevancy;

evaluate the data type and the determined context of each of the data fields and determine proxy data that correlates with the data type and the context of each data field with which to populate each data field;

modify the digital information set with the determined proxy data; and

transmit the digital information set modified with the determined proxy data to a recipient electronic system.

30. The computer readable program product of claim 29 wherein the content of the field in the digital information set is a candidate for proxy data when the content is empty.

31. The computer readable program product of claim 29 wherein the content of the field in the digital information set is a candidate for proxy data when the content is not consistent with an expected characteristic, wherein the characteristic is a member of a group consisting of data format, data value, data size, or data type.

32. The computer readable program product of claim 29 wherein the code to cause the processor to modify the digital information set with proxy data determined by the process comprises code to:

populate the field with the appropriate proxy data determined by the process.

33. The computer readable program product of claim 29 wherein the code to cause the processor to modify the digital information set with proxy data determined by the process comprises code selected from a group consisting of code to augment existing data in the digital information set with additional data, code to revise the existing data, or code to replace the existing data.

34. The computer readable program product of claim 29 wherein the computer readable program product further comprises processor executable code embodied therein to cause the processor to:

determine a most likely default value for the data field based on review of data in the digital information set that is related to the context of the data field.

35. The computer readable program product of claim 34 wherein:

the data field is a “

number of employees”

field, the data related to the context of the field is “

total payroll”

, “

average pay per employee for a particular business class code”

, and the “

business class code”

; and

to determine a most likely proxy value for the data field comprises solving “

number of employees=(Total Payroll)/(Estimated Average pay per employee)”

for the “

number of employees”

.

36. The computer readable program product of claim 34 wherein the proxy value is a neutral value for the intended recipient of the digital information set.

37. The computer readable program product of claim 29 wherein the process is comprised of processor executable code embodied in the computer readable program product to interpret data populating the field and determine one or more most likely interpretations of the data populating the field that correspond to data acceptable to the intended recipient of the digital information set.

38. The computer readable program product of claim 29 wherein the computer readable program product further comprises processor executable code embodied therein to cause the processor to:

perform a heuristic evaluation of the at least one other parameter in the digital information set to determine appropriate proxy data with which to populate the data field.

39. The computer readable program product of claim 29 wherein the computer readable program product further comprises processor executable code embodied therein to cause the processor to:

indicate the proxy data used to modify the digital information set.

40. The computer readable program product of claim 29 wherein the computer readable program product further comprises processor executable code embodied therein to cause the processor to:

send the digital information set modified with the proxy data to the intended recipient.

41. The computer readable program product of claim 29 wherein the computer readable program product further comprises processor executable code embodied therein to cause the processor to:

iterate the content of the proxy data;

modify the digital information set with iterated proxy data; and

resend the digital information set with the iterated proxy data.

42. The computer readable program product of claim 29 wherein the code to send the digital information set modified with the proxy data to the intended recipient further comprises code to send the digital information set modified with the proxy data to the intended recipient to obtain a quote from an insurance carrier.

43. The computer readable program product of claim 29 wherein the computer readable program product further comprises processor executable code embodied therein to cause the processor to:

inform the intended recipient that the digital information set includes proxy data.

44. The computer readable program product of claim 29 wherein the computer readable program product further comprises processor executable code embodied therein to cause the processor to identify the proxy data included in the digital information set.

45. The computer readable program product of claim 29 wherein the computer readable program product further comprises processor executable code embodied therein to cause the processor to:

inform an originator of the digital information set that the digital information set includes proxy data.

46. The computer readable program product of claim 45 wherein the computer readable program product further comprises processor executable code embodied therein to cause the processor to identify the proxy data included in the digital information set.

47. The computer readable program product of claim 29 wherein the computer readable program product further comprises processor executable code embodied therein to cause the processor to:

prompt a user of a data processing system to provide actual data to substitute for proxy data.

48. The computer readable program product of claim 29 wherein the computer readable program product further comprises processor executable code embodied therein to cause the processor to:

inform a user of a data processing system that the digital information set includes proxy data.

49. The computer readable program product of claim 29 wherein the computer readable program product further comprises processor executable code embodied therein to cause the processor to:

prompt a user of a data processing system to verify accuracy of the proxy data.

50. The computer readable program product of claim 29 wherein the digital information set comprises an identification of an insurance risk.

51. The computer readable program product of claim 29 wherein the digital information set comprises a request to receive a response from an insurance carrier wherein a type of response requested is selected from a group consisting of a non-bindable quote, a bindable quote, or an indication if an insurance risk matches the type of risk for which an insurance carrier desires to underwrite.

52. The computer readable program product of claim 29 wherein at least one parameter is data representing the intended recipient of the digital information set.

53. The computer readable program product of claim 29 wherein at least one parameter is data representing a preference of the intended recipient of the digital information set.

54. The computer readable program product of claim 29 wherein the digital information set is derived from a digital information set received from a submitter data processing system.

55. The computer readable program product of claim 29 wherein the proxy data is determined from requirements of the intended recipient of the digital information set.

56. The computer readable program product of claim 29 wherein the field associated with the digital information set is a field that is missing in the digital information set but is expected by the intended recipient of the digital information to exist.

57. A method for utilizing adapted data fields in a digital information set to automate population of data fields in a digital information set with contextual proxy data using specialized data types, the method comprising executing an application in a data processing system that transforms the data processing system into a machine for:

receiving a digital information set that includes the data fields, wherein each of the data fields includes a data type representing a type of the parameter that the data field is designed to contain and to be determined by an identity of an intended recipient of the digital information set;

reviewing the digital information set to determine an identity of an intended recipient of the digital information set;

determining a context of each data field from the data type of the data field and the identity of the intended recipient of the digital information set;

identifying each data field of the received digital information set whose content is a candidate for proxy data by determining if the content is incomplete, empty, or, based on the determined context of the data field, contains information that does not comply with rules that allow the processor to determine at least one of accuracy and relevancy;

evaluating the data type and the determined context of each of the data fields and determine proxy data that correlates with the data type and the context of each data field with which to populate each data field;

modifying the digital information set with the determined proxy data; and

transmitting the digital information set modified with the determined proxy data to a recipient electronic system.

58. The method of claim 57 wherein the content of the field in the digital information set is a candidate for proxy data when the content is empty.

59. The method of claim 57 wherein the content of the field in the digital information set is a candidate for proxy data when the content is not consistent with an expected characteristic, wherein the characteristic is a member of a group consisting of data format, data value, data size, or data type.

60. The method of claim 57 wherein modifying the digital information set with proxy data determined by the process comprises:

populating the field with the appropriate proxy data determined by the process.

61. The method of claim 57 wherein modifying the digital information set with proxy data determined by the process comprises:

augmenting existing data in the digital information set with additional data;

revising the existing data; and

replacing the existing data.

62. The method of claim 57 wherein modifying the digital information set with proxy data determined by the process comprises:

revising the existing data.

63. The method of claim 57 wherein modifying the digital information set with proxy data determined by the process comprises:

replacing the existing data.

64. The method of claim 57 further comprising:

determining a most likely default value for the data field based on review of data in the digital information set that is related to the context of the data field.

65. The method of claim 64 wherein:

the data field is a “

number of employees”

field, the data related to the context of the field is “

total payroll”

, “

average pay per employee for a particular business class code”

, and the “

business class code”

; and

to determine a most likely proxy value for the data field comprises solving “

number of employees=(Total Payroll)/(Estimated Average pay per employee)”

for the “

number of employees”

.

66. The method of claim 64 wherein the proxy value is a neutral value for the intended recipient of the digital information set.

67. The method of claim 57 wherein evaluating the data type and the determined context of each of the data fields further comprises interpreting data populating the data field and determining one or more most likely interpretations of the data populating the data field that correspond to data acceptable to the intended recipient of the digital information set.

68. The method of claim 57 further comprising executing an application in the data processing system for:

performing a heuristic evaluation of the at least one other parameter in the digital information set to determine appropriate proxy data with which to populate the data field.

69. The method of claim 57 further comprising executing an application in the data processing system for:

indicating the proxy data used to modify the digital information set.

70. The method of claim 57 further comprising executing an application in the data processing system for:

sending the digital information set modified with the proxy data to the intended recipient.

71. The method of claim 70 further comprising executing an application in the data processing system for:

iterating the content of the proxy data;

modifying the digital information set with iterated proxy data; and

resending the digital information set with the iterated proxy data.

72. The method of claim 70 wherein sending the digital information set modified with the proxy data to the intended recipient further comprises sending the digital information set modified with the proxy data to the intended recipient to obtain a quote from an insurance carrier.

73. The method of claim 70 further comprising executing an application in the data processing system for:

informing the intended recipient that the digital information set includes proxy data.

74. The method of claim 73 further comprising executing an application in the data processing system for:

identifying the proxy data included in the digital information set.

75. The method of claim 70 further comprising executing an application in the data processing system for:

informing an originator of the digital information set that the digital information set includes proxy data.

76. The method of claim 75 further comprising executing an application in the data processing system for:

identifying the proxy data included in the digital information set.

77. The method of claim 57 further comprising executing an application in the data processing system for:

prompting a user of the data processing system to provide actual data to substitute for proxy data.

78. The method of claim 57 further comprising executing an application in the data processing system for:

informing a user of the data processing system that the digital information set includes proxy data.

79. The method of claim 57 further comprising executing an application in the data processing system for:

prompting a user of the data processing system to verify accuracy of the proxy data.

80. The method of claim 57 wherein the digital information set comprises an identification of an insurance risk.

81. The method of claim 57 wherein the digital information set comprises a request to receive a response from an insurance carrier wherein a type of response requested is selected from a group consisting of a non-bindable quote, a bindable quote, or an indication if an insurance risk matches the type of risk for which an insurance carrier desires to underwrite.

82. The method of claim 57 wherein at least one parameter is data representing the intended recipient of the digital information set.

83. The method of claim 57 wherein at least one parameter is data representing a preference of the intended recipient of the digital information set.

84. The method of claim 57 wherein the digital information set is derived from a digital information set received from a submitter data processing system.

85. The method of claim 57 wherein the proxy data is determined from requirements of the intended recipient of the digital information set.

86. The method of claim 57 wherein the field associated with the digital information set is a field that is missing in the digital information set but is expected by the intended recipient of the digital information to exist.