A system and method for automatically optimized statistical analysis by computer is disclosed. Given a programmatic definition of the data model, the system generates, manages, and interfaces optimized computer code for use by higher level client applications. The method by which the computer generated code is transparently compiled and linked for remote access by clients provides near peak numerical efficiency without any human optimization in the client space. The configuration of model subsystems is designed to allow flexible general purpose analytics as well as specialized machine learning through optimizing feedback mechanisms.