Right and I think "scientists" simply are more intelligent than average Joe Coder. Intelligent people produce better software.

It is easy to learn some coding, not so easy to become a scientist.

To becomes a scientist you must write and get your PhD-thesis approved, which must already be about scientific discoveries you have made while doing that thesis. Only people with above average IQ can accomplish something like that, I think.