Abstract: Disclosed are methods and systems for converting data from an external system to data to be used by an internal system. For instance, a method may include receiving at least one user selection from a list of domains for executing at least one task, determining one or more data requirements corresponding to the at least one user selection, in response to determining the one or more data requirements, retrieving data from one or more external systems, converting the retrieved data based on the one or more data requirements, the converting including extracting data from the retrieved data based on the one or more data requirements, validating the extracted data, the validating including determining that the extracted data meets or exceeds a primary data requirement threshold, and outputting the validated extracted data to a data model for use by an internal system to execute the at least one task.