Abstract: The present invention extends to methods, systems, and computer program products for automated statistical analysis job chunking. A computer system provides an interface for a user to submit job requests which pair a script with a query. The computer system and a batch module interoperate with one another to process the job requests and return the job results to the user. The computer system can query the batch module to understand computational resource capability and availability. The computer system can also partition the larger parent job into smaller job chunks for the purpose of multi-threading and to facilitate concurrent parallel processing.