Embodiments relate to a method to dynamically generate a user interface for computing a prediction on analytical models. The analytical models received from a computing device are parsed by a processor of a server to extract a plurality of analytical metadata and the extracted plurality of analytical metadata is stored in a set of metadata tables. Analytical relationship information from the one or more analytical models is extracted for scoring using the stored plurality of analytical metadata and is stored in a set of relationship tables created by the processor. The user interface is generated using the stored plurality of analytical metadata and displayed on computing device for receiving one or more inputs for each of the data entry fields from a user. The prediction is computed by applying the stored analytical relationship information on the received one or more inputs and displaying the computed prediction on the user interface.