Systems and methods for data risk assessment

A method for managing data usage, the method comprising:

• monitoring, by data monitoring circuitry, a computing environment for electronic usage or attempted electronic usage of a governed data set comprising a business element and a metadata attribute, wherein the metadata attribute represents, at least in part, a rule to govern the electronic usage of the business element to calculate values in different computing environments;
• identifying, by the data monitoring circuitry and via a data compliance bot, an electronic usage request representative of a request to electronically perform one or more actions on the business element;
• identifying, by the data monitoring circuitry and based on the business element, the rule of the metadata attribute;
• determining, by the data monitoring circuitry and based on the rule, an attempted non-compliant or potentially non-compliant use of the governed data set, wherein the attempted non-compliant or potentially non-compliant use of the governed data set comprises an attempted generation, by a user via a user device, of an average value based on the business element;
• and
• disallowing, by the data monitoring circuitry, the attempted generation of the average value based on the business element.

A computer program product for managing data usage, the computer program product comprising at least one non-transitory computer-readable storage medium storing program instructions that, when executed, cause an apparatus to:

• monitor a computing environment for electronic usage or attempted electronic usage of a governed data set comprising a business element and a metadata attribute, wherein the metadata attribute represents, at least in part, a rule to govern the electronic usage of the business element to calculate values in different computing environments;
• identify, via a data compliance bot, an electronic usage request representative of a request to electronically perform one or more actions on the business element;
• identify, based on the business element, the rule of the metadata attribute;
• determine, based on the rule, an attempted non-compliant or potentially non-compliant use of the governed data set, wherein the attempted non-compliant or potentially non-compliant use of the governed data set comprises an attempted generation, by a user via a user device, of an average value based on the business element;
• and
• disallow the attempted generation of the average value based on the business element.