1. A method comprising: receiving, by a transformation platform, a request to derive a requested output variable, wherein the request includes proposed logic to derive output data for the requested output variable from a source variable, wherein the transformation platform includes a processor and a tangible, non-transitory memory configured to communicate with the processor; comparing, by the transformation platform, the proposed logic to existing logic to determine the proposed logic is new, wherein the comparing comprises: generating, by the transformation platform, metadata that describes the proposed logic; looking up, by the transformation platform, metadata that describes the existing logic in a metadata store; and comparing, by the transformation platform, the metadata of the proposed logic to the metadata of the existing logic; generating, by the transformation platform, a transformation code in response to the proposed logic being new, wherein the transformation code is configured to execute the proposed logic; applying, by the transformation platform using the transformation code that is dynamically generated and includes machine executable code, the proposed logic to a source variable to generate the requested output variable; analyzing, by the transformation platform, existing scheduled tasks; scheduling, by the transformation platform and based on the existing scheduled tasks, the transformation code for execution at a predetermined time; executing, by the transformation platform, the transformation code to generate output data for the requested output variable at the predetermined time; returning, by the transformation platform and in response to the executing the transformation code, at least one of an existing output variable, a location of the existing output variable, or a copy of the existing output variable rather than a newly derived of the requested output variable based on the request; applying, by the transformation platform, the proposed logic from the request for the requested output variable to the identified source variable; and managing, by the transformation platform, the output data by evaluating logic to limit duplicative output data.