Some programmers are really engineers or scientists who solve their problems using computers. Even though they usually had some programming class at the university, they never had a formal CS education.

But then again, they know a heck of a lot about some specific problem space, be that audio algorithms, weather forecast or nuclear fission reactions.

This is one area where CS graduates are just about useless. Without knowledge of the problem space, those programming skills still won't solve the problem.