Of course there is a /distribution/ and of course it is not shaped like a vertical line -- but it is very unlikely to be a normal distribution.
In general one would assume that a distribution of this type would be normal absent evidence to the contrary right? What is that evidence to the contrary?
For almost any boundary you choose, a majority of people will sneak in just over that boundary, leaving a long one-sided tail.
This skewed distribution would appear even if you cut a Normal distribution.
A Normal distribution occurs when everyone is expected to be at the same average level but could move up and down equally due to many random factors. When learning skills, people generally start at a 0 level and generally move up. That won't be Normal.
If you take a cohort of programmers with exactly the same experiences, that could plausibly follow a Normal distribution of skill. If you take e.g. all professional programmers, that won't.
Aha, yes that's an excellent point.
The curve is for people who HAVE programmed. It is irrelevant what the barrier is - the curve is only describing people who have crossed that barrier and written some code.
You wouldn't include dogs in a bell curve of human height - the thing being measured first has to be a member of the group that is being described.