> This is what I meant. Given a skilled programmer, it's more likely to be a male.

That might have been what you meant, but it isn't what you said. You said:

> Then we can conclude that there are more male programmers that are above this mean.

Not as a percentage of their cohort, which is the only rational way of expressing this idea.