A non-transitory computer-readable storage medium in a system for analyzing an object comprising data values for conformance of the values to parameter protocols, and generating an error report for one or more identified inconsistencies in the data values, the computer-readable storage medium storing programming instructions that, if executed by a server of the system, are operable to cause the system to perform operations comprising:
- receiving, at a computer, over a server coupled with the computer, a first data set associated with the object, wherein the first data set originates from a first source external to the computer;
- processing, using a set of software instructions, the first data set by applying a plurality of error detection algorithms to the first data set, incorporating additional rules based on regulatory guidance, court settlements, and client feedback to verify conformance of the values of the first data set to a first set of predefined parameter protocols, wherein the parameter protocols include rules based on interdependencies between two or more values within the data set, for a specific month of data or across multiple months;
- identifying and flagging nonconformance of one or more of the values of the first data set relative to the first set of predefined parameter protocols to generate a first report indicating nonconformance within the first data set;
- receiving a second data set of a second data set type associated with the object, wherein the second data set type originates from a second source, external to the first source;
- processing, using the set of software instructions, the second data set of a second data set type by reformatting and mapping to the first data set type and applying a plurality of error detection algorithms to the second data set to verify conformance of the values of the second data set to a second set of predefined parameter protocols based on interdependencies between two or more of the values within the second data set;
- identifying and flagging nonconformance of one or more of the values of the second data set relative to the second set of predefined parameter protocols to generate a second report indicating nonconformance within the second data set;
- receiving a third data set of a third data set type associated with the object, wherein the third data set type originates from the first source and received from the second source;
- processing, using the set of software instructions, the third data set of a third data set type by reformatting and mapping to the first data set type and applying a plurality of error detection algorithms to the third data set to verify conformance of the values of the third data set to a third set of predefined parameter protocols based on interdependencies between two or more of the values within the third data set;
- identifying and flagging nonconformance of one or more of the values of the third data set relative to the third set of predefined parameter protocols to generate a third report indicating nonconformance within the third data set;
- receiving a fourth data set of a fourth data set type associated with the object, wherein the fourth data set type originates from the first source and received from the second source;
- processing, using the set of software instructions, the fourth data set of a fourth data set type by reformatting and mapping to the first data set type and applying a plurality of error detection algorithms to the fourth data set to verify conformance of the values of the fourth data set to the fourth set of predefined parameter protocols based on interdependencies between two or more of the values within the fourth data set;
- identifying and flagging nonconformance of one or more of the values of the fourth data set relative to the fourth set of predefined parameter protocols to generate a fourth report indicating nonconformance within the fourth data set;
- receiving additional data sets of any or all of the data set types;
- reformatting and mapping each data set from each respective data set type to conform to the data formatting and mapping of the first data set;
- identifying and flagging nonconformance of one or more of the values for each data set for each respective data set type and generate a report indicating nonconformance for each data set;
- analyzing the reports from available data sets across all data set types to identify inconsistent data values within one or more of the first, second, third and fourth data set types;
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- generating an error report for one or more identified inconsistencies in the data values.