Determining exposure of changes in policy constraints on datasets generated using artificial intelligence

Abstract

A system determines an exposure of datasets to changes in constraints associated with data analytics, for example, policy constraints of an organization. The system stores a set of policy constraints associated with datasets of an organization, each constraint describing a step performed for creating a dataset. The system generates execution plans for natural language data analytics requests. The execution plan includes steps, each step comprising a set of instructions. One or more steps of the execution plan are associated with a constraint. The system generates the dataset by executing the execution plan and stores an association between the dataset and the constraint. The system uses the associations to identify datasets and execution plans that may be impacted as a result of modification of a policy constraint and generates a report to determine whether the modification to the policy constraint be permitted.