Systems and methods for project accountability services

A method comprising:

• receiving, by a computer-based system, one or more packets comprising code implementing a predictive algorithm;
• generating, by the computer-based system, a knowledge catalog based on one or more natural language documents comprising requirements for the code implementing the predictive algorithm, wherein the knowledge catalog comprises one or more executable software processes;
• forming, by the computer-based system, an Ontology Taxonomy with Symbolic Reasoning (OTSR) structure using the knowledge catalog, wherein the OTSR structure comprises a graph database organized in a hierarchy generated from the knowledge catalogue;
• comparing, by the computer-based system, the code implementing the predictive algorithm with the OTSR structure;
• linking, by the computer-based system and based on the comparison, at least one portion of the code implementing the predictive algorithm with at least one portion of the OTSR structure;
• generating, by the computer based system, indications of fulfilled requirements for the code implementing the predictive algorithm, and unfulfilled requirements for the code implementing the predictive algorithm, wherein the fulfilled requirements and the unfulfilled requirements are specified in the one or more natural language documents;
• and
• inserting, by the computer based system, one or more metadata tags into the code implementing the predictive algorithm, wherein each metadata tag of the one or more metadata tags corresponds with a respective fulfilled requirement for the code implementing the predictive algorithm.

An article of manufacture including at least one non-transitory, tangible computer readable storage medium having instructions stored thereon that, in response to execution by at least one processor, cause the at least one processor to perform operations comprising:

• receiving, by the at least one processor, one or more packets comprising code implementing a predictive algorithm;
• generating, by the at least one processor, a knowledge catalog based on one or more natural language documents comprising requirements for the code implementing the predictive algorithm, wherein the knowledge catalog comprises one or more executable software processes;
• forming, by the at least one processor, an Ontology Taxonomy with Symbolic Reasoning (OTSR) structure using the knowledge catalog, wherein the OTSR structure comprises a graph database organized in a hierarchy generated from the knowledge catalogue;
• comparing, by the at least one processor, the code implementing the predictive algorithm with the OTSR structure;
• linking, by the at least one processor and based on the comparison, at least one portion of the code implementing the predictive algorithm with at least one portion of the OTSR structure;
• generating, by the at least one processor, indications of fulfilled requirements for the code implementing the predictive algorithm, and unfulfilled requirements for the code implementing the predictive algorithm, wherein the fulfilled requirements and the unfulfilled requirements are specified in the one or more natural language documents;
• and
• inserting, by the at least one processor, one or more metadata tags into the code implementing the predictive algorithm, wherein each metadata tag of the one or more metadata tags corresponds with a respective fulfilled requirement for the code implementing the predictive algorithm.