once you reach a certain level of expertise, the complexity and redundancy of natural language is a greater cost than benefit. This seems to apply to all fields of expertise.
From Hal Abelson:
Mathematics provides a framework for dealing precisely with notions of “what is”. Computation provides a framework for dealing precisely with notions of “how to”.